In [18]:
threat_daily = df_threat.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the Threat Comments'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=50)
This case study aims to help Amber Heard
By analyzing new accounts posting/ texting against a victim of a Social Bot Disinformation/Influence
import pandas as pd
import os
import numpy as np
import matplotlib.pyplot as plt
import seaborn as sb
import matplotlib.dates as mdates
import plotly.express as px
import plotly.graph_objects as go
import pickle
import re
import warnings
import datetime
warnings.filterwarnings('ignore')
sb.set_style("darkgrid")
%matplotlib inline
import plotly.io as pio
pio.renderers
# pio.renderers.default = "svg"
svg_renderer = pio.renderers["svg"]
svg_renderer.width = 950
svg_renderer.height = 550
import helpers
# To Apply helpers updates without resarting the kernel
import importlib
importlib.reload(helpers)
# # To keep track of any module updates
# %load_ext autoreload
# %autoreload2
%config InlineBackend.figure_format = 'retina'
cd ../../Change.org_Data
/Users/mnagy99/jupyter/AH/Change.org/Change.org_Data
df_comments = pd.read_csv("./cleaned_data/petitions_comments_clened.csv")
df_comments["created_at"] = pd.to_datetime(df_comments["created_at"])
df_comments["date"] = pd.to_datetime(df_comments["date"])
df_comments['id'] = df_comments['id'].astype(str)
df_comments['commentable_id'] = df_comments['commentable_id'].astype(str)
df_comments['user_id'] = df_comments['user_id'].astype(str)
df_comments = df_comments.sort_values('created_at')
print(df_comments.shape)
df_comments.head(1)
(27238, 18)
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9380 | 457546085 | given that:\n\n1) suicide is a leading cause o... | 7177154 | 1 | comment | 2016-05-29 09:07:04+00:00 | 22109716 | Marianna Anagnostopoulou | Athens | GR | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-05-29 | May | 29 | 9 |
df_comments.created_at.dt.date.min(), df_comments.created_at.dt.date.max()
(datetime.date(2016, 5, 29), datetime.date(2021, 11, 12))
df_comments.info()
<class 'pandas.core.frame.DataFrame'> Int64Index: 27238 entries, 9380 to 4337 Data columns (total 18 columns): # Column Non-Null Count Dtype --- ------ -------------- ----- 0 id 27238 non-null object 1 comment 27238 non-null object 2 commentable_id 27238 non-null object 3 likes 27238 non-null int64 4 role 27238 non-null object 5 created_at 27238 non-null datetime64[ns, UTC] 6 user_id 27238 non-null object 7 username 27238 non-null object 8 user_city 23918 non-null object 9 user_country_code 27230 non-null object 10 user_locale 27238 non-null object 11 petition_slug 27238 non-null object 12 status_manual 27238 non-null object 13 year 27238 non-null int64 14 date 27238 non-null datetime64[ns] 15 month 27238 non-null object 16 dayofmonth 27238 non-null int64 17 hour 27238 non-null int64 dtypes: datetime64[ns, UTC](1), datetime64[ns](1), int64(4), object(12) memory usage: 3.9+ MB
helpers.isnull(df_comments)
The number of NaNs in id: 0 The number of NaNs in comment: 0 The number of NaNs in commentable_id: 0 The number of NaNs in likes: 0 The number of NaNs in role: 0 The number of NaNs in created_at: 0 The number of NaNs in user_id: 0 The number of NaNs in username: 0 The number of NaNs in user_city: 3320 The number of NaNs in user_country_code: 8 The number of NaNs in user_locale: 0 The number of NaNs in petition_slug: 0 The number of NaNs in status_manual: 0 The number of NaNs in year: 0 The number of NaNs in date: 0 The number of NaNs in month: 0 The number of NaNs in dayofmonth: 0 The number of NaNs in hour: 0
# df_comments.dropna(subset=['comment'], inplace=True)
for col in ['role', 'username', 'user_country_code', 'user_locale', 'status_manual', 'year', 'date']:
print('The value counts of ' + col)
print(df_comments[col].value_counts().head())
print('\n')
The value counts of role comment 26993 comment_dashboard 231 comment_psf 14 Name: role, dtype: int64 The value counts of username Stephanie Brown 137 Joann Hess 78 Brandi Granger 68 Jenny Gurin 41 Ainsley Welch 39 Name: username, dtype: int64 The value counts of user_country_code US 13345 GB 2105 MX 1638 CA 1607 AU 1044 Name: user_country_code, dtype: int64 The value counts of user_locale en-US 15135 en-GB 3529 es-419 2994 en-CA 1538 en-AU 1138 Name: user_locale, dtype: int64 The value counts of status_manual against 26806 for 414 related 18 Name: status_manual, dtype: int64 The value counts of year 2020 20869 2021 5757 2019 219 2018 197 2016 173 Name: year, dtype: int64 The value counts of date 2020-11-07 1698 2020-11-08 1667 2020-11-17 1567 2020-11-18 1111 2020-11-09 1109 Name: date, dtype: int64
# Create an empty set of threat commenting users
threat_users = set()
pos_text = {'love amber', 'stand with amber', 'standwithamber', 'support amber', 'supportamber', 'justiceforamber',
'johnnydeppisawifebeater', 'boycottwomenbeaters', 'wearewithamber', 'justice for amber',
'istandwithamber','wearewithyouamber', 'amber heard is innocent', 'amber is innocent','support her'}
df_pos = df_comments[df_comments.comment.str.contains('|'.join(pos_text))]
remove_users = set(df_pos.username)
# exclude all the users with positive comments
df_comments = df_comments[~df_comments.username.isin(remove_users)]
all_threat = {'and to die',
'be killed',
'blacklisted and burned',
'burn down',
'burn in hell',
'burn the witch',
'burns in hell',
'burnt pig',
'catch covid and die',
'commits crimes',
'death to',
'demon from hell',
'deserves a prison cell',
'deserves fucking prison',
'deserves hell',
'deserves prison',
'deserves punish',
'die amber',
'go to hell',
'her crime',
'her own crime',
'imprison amber',
'imprisoned for',
'in a jail',
'in fucking prison',
'in hell',
'in jail',
'in prison',
'into jail',
'is a criminal',
'is criminal',
'jail for',
'jail time',
'kill amber',
'kill herself',
'kill yourself',
'killher',
'needs to be punished',
'of hell',
'place is jail',
'prison now',
'prison time',
'prisonforamber',
'prisontimetoamber',
'punish',
'punish amber',
'punish her',
'rot in b movie hell',
'she burns',
'she deserves it',
'she dies',
'should be imprisoned',
'should be jailed',
'should be punished',
'to hell',
'to jail',
'to prison',
'tohell',
'unforgivable crimes',
'will murder',
'amber can die'}
Exploring Threat Comments¶
threat_dict = helpers.count_keywords(all_threat|{'jail','prison','deserve',' hell','burn'}, df_comments, 'comment')
threat_counts = pd.DataFrame(threat_dict, index=['count'])
threat_counts = threat_counts.T.reset_index().rename(columns={'index':'keyword'})
threat_counts.sort_values('count', ascending=False, inplace=True)
threat_counts.head(60).reset_index(drop=True)
| keyword | count | |
|---|---|---|
| 0 | deserve | 3035 |
| 1 | punish | 499 |
| 2 | jail | 294 |
| 3 | in jail | 157 |
| 4 | hell | 109 |
| 5 | prison | 107 |
| 6 | to jail | 57 |
| 7 | in prison | 51 |
| 8 | should be punished | 43 |
| 9 | jail for | 39 |
| 10 | jail time | 29 |
| 11 | burn | 29 |
| 12 | in hell | 23 |
| 13 | her crime | 22 |
| 14 | needs to be punished | 21 |
| 15 | to hell | 19 |
| 16 | she deserves it | 18 |
| 17 | is a criminal | 16 |
| 18 | go to hell | 14 |
| 19 | is criminal | 12 |
| 20 | to prison | 11 |
| 21 | deserves prison | 9 |
| 22 | should be jailed | 8 |
| 23 | prison time | 8 |
| 24 | imprisoned for | 7 |
| 25 | burn in hell | 6 |
| 26 | should be imprisoned | 5 |
| 27 | in a jail | 5 |
| 28 | punish her | 4 |
| 29 | of hell | 4 |
| 30 | deserves punish | 4 |
| 31 | she burns | 3 |
| 32 | punish amber | 3 |
| 33 | she dies | 3 |
| 34 | burn the witch | 3 |
| 35 | prison now | 2 |
| 36 | burns in hell | 2 |
| 37 | death to | 2 |
| 38 | into jail | 2 |
| 39 | die amber | 2 |
| 40 | deserves hell | 1 |
| 41 | catch covid and die | 1 |
| 42 | burn down | 1 |
| 43 | and to die | 1 |
| 44 | rot in b movie hell | 1 |
| 45 | prisontimetoamber | 1 |
| 46 | prisonforamber | 1 |
| 47 | unforgivable crimes | 1 |
| 48 | place is jail | 1 |
| 49 | burnt pig | 1 |
| 50 | her own crime | 1 |
| 51 | will murder | 1 |
| 52 | kill herself | 1 |
| 53 | deserves a prison cell | 1 |
| 54 | tohell | 1 |
| 55 | imprison amber | 1 |
| 56 | killher | 1 |
| 57 | be killed | 1 |
| 58 | in fucking prison | 1 |
| 59 | amber can die | 1 |
len(all_threat)
61
df_threat = df_comments[df_comments.comment.str.contains('|'.join(all_threat))]
print(f'{df_threat.shape[0]} contributions, on {df_threat.petition_slug.nunique()} Slugs, made by {df_threat.username.nunique()} Users')
df_threat.head(2)
958 contributions, on 74 Slugs, made by 874 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9368 | 476368544 | amber heard is a cruel and vicious woman who h... | 7177154 | 9 | comment | 2016-07-03 19:43:34+00:00 | 565817003 | Bunny Depp | San Diego | US | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-07-03 | Jul | 3 | 19 |
| 1181 | 532266899 | i never trusted that scumbag bridezilla she sh... | 8655098 | 2 | comment | 2016-11-05 19:34:11+00:00 | 28268805 | Gail Costenbader | Edison | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-05 | Nov | 5 | 19 |
threat_daily = df_threat.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the Threat Comments'
helpers.facet_heat(threat_daily, title, n_col=4, vmax=50)
threat_dates = df_threat.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
threat_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 115 | 2020-11-17 | 52 | 61 |
| 105 | 2020-11-07 | 50 | 19 |
| 106 | 2020-11-08 | 47 | 13 |
| 107 | 2020-11-09 | 41 | 11 |
| 108 | 2020-11-10 | 36 | 15 |
| 104 | 2020-11-06 | 36 | 41 |
| 109 | 2020-11-11 | 29 | 18 |
| 117 | 2020-11-19 | 22 | 23 |
| 116 | 2020-11-18 | 21 | 49 |
| 114 | 2020-11-16 | 20 | 12 |
| 111 | 2020-11-13 | 18 | 7 |
| 110 | 2020-11-12 | 18 | 7 |
| 121 | 2020-11-23 | 14 | 7 |
| 113 | 2020-11-15 | 13 | 4 |
| 23 | 2020-02-21 | 12 | 11 |
helpers.bar_peaks(threat_dates[['date', 'ncomments']].head(14),
'Threat Comments Peak Dates')
df_threat.comment.value_counts().head(60)
she deserves it 8 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 amber heard is a liar, and johnny depp doesn’t deserve to be punished for her stupidity 3 stop punishing the victim of the abuse! 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 the abused should not be punished whilst the abuser suffers no consequences 2 burn the witch 2 amber heard is the embodiment of hell 2 she is a criminal 2 she makes it look like being abused is a joke. it isn't cute or funny or something to make light of. women and men are abused every day and all it takes is one person to lie and all work that has been done for harsher rulings on the guilty can be washed away. and it can ruin an innocent person's life, or the lier could turn into the boy who cried wolf who will believe them if they lied about it the first time. she should not be rewarded for doing the same thing men are doing and losing their jobs and sponsorships for. how does keeping her make any part of this ok? keeping her makes it look like female abusers can get away with anything and not suffer the same punishment. 2 abusers should be punished 2 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself 2 he is the victim and should not be punished for her mistakes. 2 amber heard should be in jail 2 she needs to be in jail 2 equal rights. johnny lost his rolls, equally she should lose her. she is an lying abuser, not him. equal punishment!!! 2 she should go to jail for this it’s not right just bq she’s a woman 1 she deserves to be in jail just like he would have been if it was the other way around 1 i’m signing because johnny depp needs justice and amber should be put into jail. 1 johnny depp is a great actor, and if he is being punished then so should his ex and loose her part\n\nkeep johnny depp in no one can do this part 1 amber heard is an asshole go kill yourself amber!!! 1 i’m signing because i think that amber heard should be in jail right now a woman can abuse a man too 1 amber deserves to be in a jail cell 1 there is audio of amber admitting to hit him. male victims should not be punished for being male victims. and female abusers should not be rewarded 1 i am signing this because i am outraged that the victim of this abuse is being punished. i have personally had male friends that have been abused by woman and if they defend themselves they are the ones that are charged, amber has also made a mockery of woman who are living in dangerous situations that may not be believed when they are brave enough to go to court because of this kind of case 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 letting an abuser get away with her actions just because she's a woman is disgusting! don't punish the victim, punish the abuser! give him back his life and career! 1 no woman should have to worry about being fired from her job for speaking out about the violence in her life. it is absolutely ridiculous to call for her removal just because some did not like finding out one of their favorite actors(depp) had anger/violence issues that resulted in his losing contracts. stop punishing the victim. 1 no woman should have to worry about being fired from her job for speaking out about the violence in her life. it is absolutely ridiculous to call for her removal just because some did not like finding out one of their favorite actors(depp) had anger/violence issues that resulted in his losing contracts. stop punishing the victim. 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 first of all johnny depp deserves justice especially since he was the one being abused and now he can’t even appeal it since the judge was a close family friend of the heard’s first of all. secondly, if you’re going to fire johnny depp, amber heard should be fired too especially since she even admitted to abusing him on multiple multiple occasions and even some of her exes came out to say she abused them too. if you’re going to do this to him then she should get the same exact consequences and punishment it’s wrong to only punish johnny if that’s the case. but since you don’t see reason then looks like we’re boycotting warner bros, sorry not sorry. 1 he is a phenomenal actor suffering at the hands of his mentally insane ex-wife, not his fault. therefore he should not be punished at his expense. 1 amber heard is a monster. like any domestic abuser. put her in prison. 1 because his case deserves justice. he is innocent and should not be punished for losing an unfair trial. 1 johnny is an amazing actor, the one and only jack sparrow. and he is a victim of amber heard. she needs to be put in jail. 1 amber heard needs to be put in prison 1 amber heard is a cruel and vicious woman who has used domestic violence as a form of blackmail. she has caused unreparable harm to our community by casting doubt on women who come forward with claims of abuse. allegedly, she is an abuser and a narcissistic drug addict. for fact, she is a criminal who has broken the law several times. amber heard and her friends io tillet wright, raquel rose pennington, joshua drew, and liz marz have falsely accused an innocent man of domestic violence in an attempt to extort money from him. they are using this serious matter for their own selfishness and greed. please do not let them do this without suffering consequences. do not watch any film with amber heard. do not watch mtv. boycott these demons. 1 i'm sad and angry at amber for all of this evil torture she has put johnny through, plus it's high time she should get locked up in prison. 1 spousal abuse is horrible and not to make light of it or diminish it in any way but to me when the abuser lies to the extent that amber is and plays to public sentiment about her being a 'helpless female victim' it needs to be punished harder, its almost rising to criminal conspiracy level shit with her. \n\nif shes in this movie, i won't watch it nor will and wb, dc or disney movie ever be on my television again. 1 because he us innocent and amber needs to go to jail johnny deserves better 1 fuck you amber heard rot in fucking prison you disgusting bitch.❤️ 1 she deserves to be punished. 1 amber heard needs to go to jail! 1 johnny depp is innocent and he should not be the one losing his role amber heard is an abuser and she deserves to be punished domestic violence and abuse is a serious issue and all victims should be treated equally regardless of their gender domestic violence and abuse happen to people if she's gonna act irresponsibly no one will take these things seriously and will simply be called a liar even if they aren't one 1 dv, regardless of the gender of the perpetrator or victim, should not be tolerated. victims, regardless of the gender, should not be punished or shamed. 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 warner brothers is a disgusting, soulless corporation who not only rewards abusers and punishes their victims, but mocks them. i will never buy another ticket to a wb movie, never purchase a wb blu-ray/dvd, and never stream another wb production. johnny depp realized a long time ago what warner brothers never did: that we, the people, are their bosses. fire them with your wallets! these companies need us more than we need them. completely boycott of these abusers. \n\n#justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser #fireamberheard #cancelamberheard #boycottaquaman2 #boycottthestand #boycottwarnerbros #boycottwarnerbrothers #boycottfantasticbeasts #boycottanimaniacs #boycottloreal #metoo #mentoo 1 he didn’t deserve this, there is enough evidence that amber heard is johnny depp’s abuser, men can be abused. that bitch deserves to be thrown in jail, taken out of the film industry, and etc... this is unacceptable eventually she will get what she deserves but johnny depp deserves justice!!! i love you johnny. 1 johnny deserves nothing but the best, and he has suffered long enough. let's get justice for johnny and jail time for amber!! 1 what's wrong here is it's a he said she said, but he's the only one being punished - and the movies will be poorer for it! enough punishing the victims! 1 i'm signing because he did nothing wrong, and amber deserves to go to jail. 1 punish the guilty! not the innocent!! \njustice for victims not the abusers!! 1 never disappointed in any movie he’s in. and because he was abused and is a man he gets kicked off the movies that everyone loves him in? no that’s not fair. he shouldn’t be in jail. she should. 1 punish the guilty not the innocent!!!\njustice for the victims not the abusers \nstop letting abusers get away with abuse and have the victims suffer! 1 punish the guilty not the innocent\nstop punishing the victims and letting the abusers get away with it stop domestic abuse 1 stop punishing the victims and punish the abusers\nstop domestic violence\npunish guilty not the innocent 1 stop punishing the innocent and start punishing the guilty\njustice for the innocent not the guilty 1 punish the guilty not the innocent\nstop blaming the victims and start taking actions towards the abusers 1 he's a better actor than she is\nand he's not guilty like she is\npunish the guilty not the innocent 1 Name: comment, dtype: int64
df_threat.comment.value_counts()[60:].head(60)
punish the guilty and stop punishing the innocent\nstop letting abusers get away with it 1 start punishing the guilty and not the innocent 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 it is not ok to falsely accuse someone of domestic violence. this should be punishable by law. 1 he is a victim so why are we punishing him! 1 perjury & false evidence is a crime and needs to be punished 1 johnny is a kind heart soul and there is proof that he was the victim. why are we going to punish an innocent man for being abused!! 1 it’s total bs, there is prof and she still ruined he’s career. hopefully she goes to jail 1 i love johnny depp. he did nothing wrong and he should not be punished for a civil suit. 1 warner brothers.... u suck... never will i watch a movie of yours again if u punish a victim and reward a lying abuser like amber... 1 he isn't the abuser, and he shouldn't be the one to get punished for her actions. 1 she abused him not the other way around and if he is going to be punished for her behavior so should she. 1 when did it become ok to punish the victim and not the abuser?\njohnny depp loses everything while his abuser stays in work\nwhat justice is this? 1 the innocent should not be punished. 1 johnny is one of the best actors and he's being punished because his wife beat him 1 johnny depp is an amazing actor and he deserves to get his job back. it's unfair what happened to him. johnny depp didn't do anything to deserve this. there are many people who are punished for something they didn't do, but this is too far. johnny depp lost not only his job, but his life. not only that, but some people are trying to cover up what happened by saying johnny just retired. johnny depp needs his job back. he's one of the best actors out there, and he needs to share his talent with the world, but he can't do it alone. we need to help johnny depp. 1 i feel johnny could have been a victim as well. he shouldn't be punished if he was defending himself. even if not this is not the right thing to do to him. he worked hard his whole life and has amazing movies. 1 heard should be in prison, i am glad that more and more people are getting to know the truth about her. 1 amber heard is an abuser and belongs in jail 1 he needs better she needs to go to jail 1 he needs justice. just because it was a women abusing him doesn’t mean anything. a women abusing a man is the same as a women being abused by a man. he needs a fair trial and amber heard needs to be punished. 1 women need to get the same punishments for beating men as men do for beating women. it was proven that johnny depp did nothing wrong but yet his life still gets ruined!? 1 johnny should not be punished for being the victim. "always believe the truth!" 1 i believe johnny depp should have his role back and be free from all these charges. it’s clear that amber heard is a rotten rat corpse and deserves punishment. 1 women also could be tormentors johnny should not be punished for the actions of his ex-wife 1 as a survivor of a narcissistic abuser myself, i want awareness of this abuse to be raised and amber needs to be made an example of, the way she tried to further abuse her victim johnny depp by using the smear campaign tactic to cover her tracks and make an “example” of him before he might call her out on her abuse. so she demanded he be “canceled” it’s only fair that she receive the punishment for the crime that she saw for when it was “johnny” who she convinced society was guilty for abuse... now that she has been exposed it’s only fair, she receive the punishment that she saw fit for him. 1 i believe johnny is innocent and he deserves better amber needs to be in jail 1 she should be in jail! the evidence was brought up and yet she won the case! 1 i am signing because amber hear is an abuser and deserves to be in jail 1 she is a domestic abuser. if she was male she would be in jail. lock her up 1 amber heard needs to be in jail 1 there can't be one rule for men and one rule for women. if depp is getting punished so should she 1 amber deserves to get jail time 1 white women are basically immune to jail 1 i love johnny depp and he is innocent and i will boycott everything until he’s not punished. 1 as a domestic abuse survivor, amber heard is easy to see straight through. everything about her behaviour throughout this ordeal screams narccistic abuser, and i don't understand how anyone fails to see it. all of the evidence has been on johnny depp's side through all of this, and disney's choice to not only join this culture of seemingly deliberate ignorance in itself is disgusting. but their insistence on adding to it by actively aiding in continuing the abuse by punishing this sadistic woman's victim is sickening. they don't deserve anyone's money until they admit to their mistake and fix it. 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 amber was the abuser not johnny and its not fair to punish someone who has done nothing wrong. 1 i find it 100% unfair how johnny is being punished for amber beards lies and that he is continuously being screwed over. i want him to be able to keep going even though amber heard is trying to fuck him over. i stand with johnny depp. 1 punish amber heard! 1 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 punish the abuser amber bring back johnny 1 amber is a discrace to society. she should be in jail 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 he is innocent and shouldn’t be punished for being a victim! 1 people like her who are abusers shouldn’t be getting contracts and shouldn’t be role models for teens or children. she needs to be in prison and jonny needs to get justice! 1 jail time for amber heard! 1 victims should not be punished for verifiable lies that have been told about them 1 everyone on earth are equal. she was the abuser, yet he is punished. 1 johnny depp was found innocent. do not punish him fir something he was found innocent. this is livelyhood. 1 amber heard abused johnny depp and does not deserve to be in movies at all and should be in jail 1 i am signing this petition because she is a liar and an abuser. she doesnt deserve to be in this film for what she is doing and has done to johnny. in fact i think she should be removed from any and all spotlight and give johnny his life back. she should be in jail!!!!!!! i pray that johnny gets justice ajd i will never watch another movie with her in it ever again. 1 amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 he deserves justice and amber heard should be in jail 1 i'm signing because i won't support a company that has no morals, no integrity of no decent character, that supports a self confessed abuser and punishes her victim. they are cowardly, corrupt in nature and don't deserve our support. 1 johnny is fucking innocent, amber has admitted to the abuse and harm she has caused him but he is yet the one being punished. justice for johnny!!!!! 1 she is a monster for 1. she deserves to be in jail n punished for abusing someone. simple 1 because men can be victims too and amber heard deserves to be in prison now. 1 yeahhhhhhh amber is fucking dumbass and she deserves it all we need justice for jhonny 1 amber should rot in hell. he deserves justice 1 Name: comment, dtype: int64
df_threat.comment.value_counts()[120:].head(60)
amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 equal rights, she deserves the same punishment johnny was going to get. what’s fair is fair!! 1 johnny depp deserves to get his role back. johnny depp deserves justice. we will not stop until amber heard is in jail and johnny depp gets his roles back 1 johnny depp did absolutely nothing wrong. but is being punished for something he didn't do. there is literal evidence that amber is the abuser. 1 amber heard can kill kill herself 1 she’s an awful person and deserve 2 be in jail (also amber i wasn’t paid 2 do this btw) 1 because amber heard deserves to rot in hell. 1 because bitch needs to burn down 1 i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 this case has proven that anyone can be a victim of abuse, not just women. no one should be able to get away with abuse, and if depp as the victim is punished, then there is no justice. heard must not only be made to step down but must also be ousted from her roles in cosmetics. an injustice is an injustice, until people try to make it right. 1 real abusers regardless of gender should be punished and put away. johnny was the victim not her. shes a pos that cant keep her temper. 1 i'm signing because amber heard is trash and men and women need to be treated equally if johnny depp one of the most well respected brilliant actors is actually stepped down then this nobody ever heard definitely needs to be punished as well she is not innocent just cuz she's a woman is not justify anything. fire her ass because i definitely will not be watching any movie she is cast in. what's more important losing an actress or losing millions of dollars. the decision is pretty simple to me 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 for justice and true equality, amber must be removed from all projects like how johnny depp was. punishing johnny alone is injustice and in fact, johnny doesn’t deserve to be fired from his project at all. feminazis my fucken ass 1 they removed depp from every franchise, she would be too. heck they're gonna lol captain jack off screen?! that's a bunch of bull. she's at fault, he shouldn't get punished for bull crap. 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 i want fair punishment 1 women must not be allowed to get away with being abusers, especially if there are children in the mix. the shame and fear men feel keeps many of them from coming fwd and getting out of an untenable situation with a psycho in desperate need of therapy and maybe a little jail time. 1 she doesn't deserve to work in hollywood, or anywhere else, until she pays for her crimes. 1 abuser needs to be punished 1 why does she have to get away with spouse vilence when they punish jd for sueing a tabloid down with wb 1 if johnny depp will be punished over the scandal she should also get what she deserves... 1 this horrible woman destroyed and honest man carrer...she is an abuser and should go to jail... any man in her position will be lock up 1 women like her give the rest of us a bad reputation. domestic violence is not a joke... she needs to go to jail! 1 i want amber heard to be punished\ni want justice for johnny depp 1 equal rights means equal punishment 1 amber heard should be put in jail 1 amber is a rat and shout be put in jail and blacklisted 1 amber needs to be stopped if depp gets his roles stripped bc of her lying than she needs her job stripped, blacklisted and burned 1 abusers should be punished not victims regardless of gender 1 she doesn’t deserve fame. she deserves a prison cell for domestic violence!! 1 johnny depp is a victim of domestic abuse and slander and while he was forced to resign from fantastic beasts amber has not received any punishment for her actions. she needs to be fired and tried in court. 1 domestic abuse is disgusting and any who commit should be punished 1 these nasty lies and accusations about johnny (my favorite actor since childhood) have got to stop, and the person responsible for starting all of this needs to be thrown in jail. justice for johnny!! 1 johnny needs the justice he deserve and amber should rot in jail 1 amber heard is a criminal who should be in prison 1 i'm a fan of both... but amber has behaved treacherously. as a deterrent to future violations of the sanctity of the claim of domestic violence, she has to be punished. get her out of aquaman and get her off your products. bad face 1 she deserves to be punished for what she has done to this poor man and to make sure that she learns her lesson and never tries this again cause she wont get away with it and to show that women can be the abusers to not just men 1 you dont punish the victim (jd) of abuse and keep his abuser (ah) and think this is okay. 1 amber heard deserves nothing but jail time. disgusting excuse if a human being! 1 she should be jailed!! 1 stop the unfair treatment meted out to johnny depp. amber heard needs to be punished for the crimes she has committed. 1 i'm signing because i'm against domestic violence whether it happens with male or female, she should be punished if found guilty. 1 she needs to get punishment and get what she deserves. 1 amber heard deserves to go to jail for what she has done to johnny. 1 this girl deserves to go back to jail 1 johnny deep is the victim. amber heard deserves to be fired from aquamnan 2 and put in jail for false accusations. 1 i'm signing because johnny depp did nothing wrong and deserves justice for what happened. amber heard needs to be severely punished for her false accusation. 1 johnny depp ain’t diserve this bullshit, and she can go to hell 1 go to hell amber 1 because they are both guilty and should both be equally punished in hollywood. either depp stays or they both go 1 i’m signing bc she needs to be fired and deserves a punishment for what she did. 1 she's an abuser that's deserves jail time. 1 this man was clearly innocent and infact was the victom of physical and mental abuse yet warner brothers is being sexist barbarians and wrongfully punishing johnny depp. 1 punishment applies regardless of gender. 1 she didn’t receive any punishment for lying while johnny depp’s career suffered tremendously even though he was innocent. 1 she is an abuser and deserves to be in jail. 1 i’m signing because this woman is a criminal, a serial domestic abuser, and deserves to lose her luxury life and fame and i would not pay to see her in any movie/tv show, or otherwise. 1 Name: comment, dtype: int64
helpers.text_peaks(df_threat, 'she deserves it', n=3, threshold=0)
importlib.reload(helpers)
print('\nNote: The same comment repeated 8 times by different users\n')
helpers.users_peaks(df_threat, 'she deserves it', n=10, threshold=0)
Note: The same comment repeated 8 times by different users
df_all_deserve = df_threat[df_threat.comment.str.contains('she deserves it')]
print(f'{df_all_deserve.shape[0]} contributions, on {df_all_deserve.petition_slug.nunique()} Slugs, made by {df_all_deserve.username.nunique()} Users')
df_all_deserve
18 contributions, on 9 Slugs, made by 18 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4276 | 768118102 | i am signing because she deserves it. | 14834664 | 6 | comment | 2019-11-11 16:58:37+00:00 | 945945494 | Devora Lee | Winnipeg | CA | en-CA | support-amber-heard-in-aquaman-2-her-life-and-... | for | 2019 | 2019-11-11 | Nov | 11 | 16 |
| 20247 | 777787312 | we love johnny depp and this woman is clearly ... | 20196023 | 1 | comment | 2020-03-18 18:43:54+00:00 | 1054887336 | Tanvi Malik | Jaipur | IN | en-IN | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-03-18 | Mar | 18 | 18 |
| 18427 | 808806066 | she deserves it. | 20196023 | 0 | comment | 2020-11-07 00:05:25+00:00 | 29372949 | Joseph thompson | clarkson | US | es-419 | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-07 | Nov | 7 | 0 |
| 18337 | 808814486 | she deserves it | 20196023 | 1 | comment | 2020-11-07 03:12:35+00:00 | 1037768775 | Alexis Huerta | Glen Ellyn | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-07 | Nov | 7 | 3 |
| 17601 | 808921332 | she deserves it | 20196023 | 0 | comment | 2020-11-08 22:17:28+00:00 | 935875493 | Azeen Zare | North Vancouver | CA | en-CA | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 22 |
| 25097 | 808960219 | he should be able to do things he loves. its a... | 20186707 | 0 | comment | 2020-11-09 15:29:27+00:00 | 1090382714 | Damien Talley | Oklahoma City | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-09 | Nov | 9 | 15 |
| 7392 | 809372938 | she deserves it | 14451136 | 0 | comment | 2020-11-17 18:58:48+00:00 | 1050552787 | Angwl Zavaleta | North Hollywood | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 18 |
| 6829 | 809390832 | she deserves it, we all know she deserves it, ... | 14451136 | 2 | comment | 2020-11-18 06:34:42+00:00 | 1000037242 | Nicholas Aaron | Richmond | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-18 | Nov | 18 | 6 |
| 6004 | 809431848 | she deserves it | 14451136 | 0 | comment | 2020-11-19 03:26:56+00:00 | 1115558214 | Guadalupe Ricciardi | Ramos Mejia | AR | es-AR | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-19 | Nov | 19 | 3 |
| 5923 | 809434952 | she deserves it | 14451136 | 1 | comment | 2020-11-19 06:12:25+00:00 | 1015272678 | Kyle Miller | Neenah | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-19 | Nov | 19 | 6 |
| 5087 | 809539741 | she deserves it | 14451136 | 0 | comment | 2020-11-21 17:29:54+00:00 | 1043092126 | Samantha Torres | Westminster | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-21 | Nov | 21 | 17 |
| 10240 | 810883291 | yeahhhhhhh amber is fucking dumbass and she de... | 13641580 | 1 | comment | 2020-12-18 14:32:10+00:00 | 1169905836 | Anna Macnutty | Akola | US | en-IN | johnnydeppisinnocent | against | 2020 | 2020-12-18 | Dec | 18 | 14 |
| 16166 | 811361925 | i'm signing because she deserves it! | 26062476 | 1 | comment | 2021-01-01 08:09:38+00:00 | 1164346223 | Princess Solis | Bansalan Davao del Sur | PH | en-US | united-states-supreme-court-put-amber-heard-be... | against | 2021 | 2021-01-01 | Jan | 1 | 8 |
| 14670 | 813906600 | she deserves it !!!! depp was immediatley fire... | 25704328 | 0 | comment | 2021-02-19 11:49:02+00:00 | 1165615326 | Cziarene Ghel Nocidal | Sorsogon | PH | en-US | people-with-common-sense-amber-heard-must-be-f... | against | 2021 | 2021-02-19 | Feb | 19 | 11 |
| 2410 | 820506768 | first of all emilia is a better actress. secon... | 20204830 | 0 | comment | 2021-06-16 20:43:25+00:00 | 1185200754 | Christina L | Hollis | US | en-US | dc-comics-replace-amber-heard-with-emilia-clar... | against | 2021 | 2021-06-16 | Jun | 16 | 20 |
| 16085 | 821292850 | she deserves it | 26062476 | 0 | comment | 2021-07-06 23:50:24+00:00 | 1176088338 | Ingrid Persen | Oslo | NO | en-US | united-states-supreme-court-put-amber-heard-be... | against | 2021 | 2021-07-06 | Jul | 6 | 23 |
| 139 | 822219113 | because she deserves it. | 20569720 | 0 | comment | 2021-08-02 18:44:03+00:00 | 1218795036 | Emma Goddard | NaN | US | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2021 | 2021-08-02 | Aug | 2 | 18 |
| 4458 | 824548393 | she deserves it | 14451136 | 0 | comment | 2021-10-02 13:50:11+00:00 | 1177161190 | Gustavo Romero | Jacksonville | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2021 | 2021-10-02 | Oct | 2 | 13 |
deserve_daily = df_all_deserve.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the "She Deserves It" Comments'
helpers.facet_heat(deserve_daily, title, n_col=3, vmax=2)
df_all_deserve.petition_slug.value_counts()
dc-entertainment-remove-amber-heard-from-aquaman-2 6 l-oréal-remove-amber-heard-as-l-oreal-spokesperson 4 united-states-supreme-court-put-amber-heard-behind-bars 2 support-amber-heard-in-aquaman-2-her-life-and-public-safety-to-save-lives-warner-bros-mera-loreal-united-nations-aclu 1 justice-for-johnny-depp 1 johnnydeppisinnocent 1 people-with-common-sense-amber-heard-must-be-fired-too 1 dc-comics-replace-amber-heard-with-emilia-clarke-as-mera-in-aquaman-2 1 hollywood-boycott-aquaman-2-amber-heard 1 Name: petition_slug, dtype: int64
df_all_deserve.user_country_code.value_counts()
US 11 CA 2 PH 2 IN 1 AR 1 NO 1 Name: user_country_code, dtype: int64
df_all_deserve.user_locale.value_counts()
en-US 12 en-CA 2 en-IN 2 es-419 1 es-AR 1 Name: user_locale, dtype: int64
df_all_deserve.user_city.value_counts()
Winnipeg 1 Neenah 1 Oslo 1 Hollis 1 Sorsogon 1 Bansalan Davao del Sur 1 Akola 1 Westminster 1 Ramos Mejia 1 Jaipur 1 Richmond 1 North Hollywood 1 Oklahoma City 1 North Vancouver 1 Glen Ellyn 1 clarkson 1 Jacksonville 1 Name: user_city, dtype: int64
df_all_deserve.role.value_counts()
comment 18 Name: role, dtype: int64
df_all_deserve.status_manual.value_counts()
against 17 for 1 Name: status_manual, dtype: int64
df_all_deserve.comment.value_counts().head(60)
she deserves it 8 i am signing because she deserves it. 1 we love johnny depp and this woman is clearly a psychopath she is the one who abused johnny and sought his money \nshe deserves it. evil women 1 she deserves it. 1 he should be able to do things he loves. its absolutely unfair that he almost got cancelled just over some false claims by his wife even when she was the abusive one. she just made a classic toxic move but on a bigger scale just somebody pls let her go to jail for beating him, she deserves it after all the chaos she's caused for him and us fans. 1 she deserves it, we all know she deserves it, there’s 86 videos among other forms of evidence saying she deserves it. 1 yeahhhhhhh amber is fucking dumbass and she deserves it all we need justice for jhonny 1 i'm signing because she deserves it! 1 she deserves it !!!! depp was immediatley fired from his roles when he played it so amazingly yet amber f*in heard is still playing her part ! justice for jhonny 1 first of all emilia is a better actress. secondly, she’s got more chemistry with jason - thank you game of thrones, for doing one thing right there. thirdly and not least of all - emilia isn’t a domestic abuser and happens to be the most talented, beautiful and kind person, to ever exist. she needs this kind of work to bolster her career and she deserves it. give us the best! 1 because she deserves it. 1 Name: comment, dtype: int64
helpers.text_peaks(df_comments, 'she deserves it', n=2, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'she deserves it', n=10, threshold=0, mode='contain')
df_all_bot = df_comments[df_comments.comment.str.contains('neither russian nor a bot')]
print(f'{df_all_bot.shape[0]} contributions, on {df_all_bot.petition_slug.nunique()} Slugs, made by {df_all_bot.username.nunique()} Users')
df_all_bot.head()
7 contributions, on 7 Slugs, made by 1 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 275 | 817040067 | i am neither russian nor a bot. amber heard ha... | 20569720 | 1 | comment | 2021-04-18 04:55:07+00:00 | 45110623 | MELISSA F | Denver | US | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2021 | 2021-04-18 | Apr | 18 | 4 |
| 2539 | 817040164 | i am neither russian nor a bot. amber heard ha... | 25717146 | 1 | comment | 2021-04-18 04:58:37+00:00 | 45110623 | MELISSA F | Denver | US | en-US | warner-brothers-give-johnny-deep-his-roles-back | against | 2021 | 2021-04-18 | Apr | 18 | 4 |
| 15344 | 817040209 | i am neither russian nor a bot. amber heard ha... | 25752458 | 1 | comment | 2021-04-18 05:00:43+00:00 | 45110623 | MELISSA F | Denver | US | en-US | dc-replace-amber-heard-with-danny-devito-in-aq... | against | 2021 | 2021-04-18 | Apr | 18 | 5 |
| 15560 | 817040254 | i am neither russian nor a bot. amber heard ha... | 20187467 | 0 | comment | 2021-04-18 05:02:51+00:00 | 45110623 | MELISSA F | Denver | US | en-US | warner-brothers-amber-heard-does-not-deserve-t... | against | 2021 | 2021-04-18 | Apr | 18 | 5 |
| 16208 | 817040303 | i am neither russian nor a bot. amber heard ha... | 25859415 | 2 | comment | 2021-04-18 05:04:34+00:00 | 45110623 | MELISSA F | Denver | US | en-US | warner-brothers-dc-entertainment-emilia-clarke... | against | 2021 | 2021-04-18 | Apr | 18 | 5 |
df_all_bot.comment.value_counts().head(60)
i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift and severe punishment in order to make an example. #justiceforjohnnydepp 1 Name: comment, dtype: int64
helpers.text_peaks(df_comments, 'neither russian nor a bot', n=2, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'neither russian nor a bot', n=10, threshold=0, mode='contain')
df_threat_users = df_threat.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(df_threat_users.head(15), 'Top Commented Users with Threat Keywords', threshold=0, c=0)
df_threat.username.value_counts().head(15)
Jenny Gurin 12 jovita jerger 9 Stephanie Brown 8 MELISSA F 7 Sara Roberts 5 Ann Arroyo 5 Usama Mubeen 3 Carrie Ratchford 3 Elizabeth Wine 3 Cesar Ramirez 3 Kelli Shofstall 3 Daler Halimov 3 Freddie Mercury 3 Onyx Psudeonym 3 Sofia Derzjavina 2 Name: username, dtype: int64
df_comments.query(" username == 'Jenny Gurin' ").comment.value_counts().head(60)
johnny is innocent and deserves nothing but the best!! 4 she has taken advantage of and abused my favorite actor for years 1 these nasty lies and accusations about johnny (my favorite actor since childhood) have got to stop, and the person responsible for starting all of this needs to be thrown in jail. justice for johnny!! 1 johnny has suffered long enough and needs to get back in the spotlight, while amber must be blacklisted from hollywood and imprisoned for her heinous and unforgivable crimes. justice for johnny and karma for amber!! 1 amber is a nobody, and will never be good in the film industry. she should be blacklisted from hollywood and imprisoned for making johnny's life a living hell!! 1 she should pay (literally and figuratively) for ruining johnny and his career!! 1 abusers do not deserve to work in hollywood. i am disgusted that she has kept her job while johnny has been fired from his because she made him look bad in front of the court system. i will not watch any films that feature abusers like this one!! 1 anyone but amber is good for mera 1 she does not deserve to be a spokeswoman and must either get help or go to jail!! 1 no johnny = no grindelwald = no fantastic beasts!!! 1 i never trusted her from the start, and abusers like her do not deserve to work in hollywood 1 fire judge nicol and put amber heard in jail!! they are both complete disgraces to society, and they are nothing but trouble 1 i am done with warner bros if this is how they will treat people who have done nothing wrong. i mean it; i will not pay money to watch any more of their movies if they insist on keeping abusive people with them! 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 johnny deserves nothing but the best, and he has suffered long enough. let's get justice for johnny and jail time for amber!! 1 johnny has suffered long enough! he needs our support now more than ever. let's get johnny the justice he deserves!! 1 bring johnny depp back as captain jack sparrow, or i am done with pirates and with disney!! 1 warner bros should not keep abusers like amber with them, nor should they mercilessly bully victims like johnny. they must remove ah for assaulting johnny, or i am done with them and their future projects! 1 haven't you ever heard the phrase "more deadly than the male?" most women are actually more dangerous than the opposite sex, and men can be domestic abuse victims too. johnny does not deserve to suffer any longer, and he needs to get back out in the spotlight. give johnny his grindelwald role back and fire and arrest amber!! 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 johnny depp has been my favorite actor since childhood, and he makes every movie (particularly pirates) more fun and exciting 1 johnny is innocent and deserves nothing but the best. amber is guilty and deserves to be in jail!! 1 i've admired johnny depp since i was a kid, and i always sensed he was kind and gentle in addition to being talented. he makes every one of his movies more fun and exciting to watch. i never trusted amber for a minute, and i especially hate her for making johnny's life a living hell these past few years and for making it difficult for real victims (men included) to be believed. justice for johnny and karma for amber!! 1 johnny depp has been my favorite actor since 2005, when i saw him in the new chocolate factory movie. i will never stop believing in him and i'm always on his side! 1 johnny depp has been my favorite actor since i was a kid, and he always makes every one of his movies more fun and exciting to watch. i always sensed johnny was kind and gentle in addition to being talented, and i will never stop believing in him. justice for johnny!! 1 johnny depp makes every one of his movies more fun and exciting to watch. i've admired and supported him since i was a kid, and i will never leave his side. i always sensed he was kind and gentle in addition to being talented. i refuse to watch pirates without johnny! 1 i've been a huge johnny depp fan since i was a kid, and i always sensed he was kind and gentle in addition to being talented. i never trusted amber and i knew there was something off about her when i learned of these vicious rumors 4 years ago. i will always be on johnny's side and i will keep supporting him no matter what. justice for johnny and karma for amber!! 1 people like her should not work in hollywood! this sorry excuse for a woman needs to be behind bars for abusing my favorite actor since childhood 1 abuse knows no gender!! men can be victims too. amber heard is a dangerous menace to society, and she must be put in jail or in a mental hospital for abusing johnny depp 1 johnny's been my favorite actor since i was a kid, and i've never stopped believing in him. i've always known he had a good heart in addition to being talented, and i hate amber for trying to make johnny's life a living hell. she deserves to rot in jail and he must be vindicated. let's protect johnny at all costs!! 1 johnny depp has been my favorite actor since i was a kid, and i never believed any of those nasty rumors for one minute. what amber did is totally unforgivable, and she needs to be blacklisted from hollywood and sent to jail. let's help johnny get the justice he deserves!! 1 this is such heartbreaking news! obviously that judge is nothing but a joke and a phony, otherwise he would have taken johnny's arguments seriously. i will not stand to see johnny suffer any longer. he may have lost the battle, but i am quite certain he will win the war and finally take down that scheming witch. keep fighting for justice johnny!! 1 i will not watch the next fantastic beasts movie if johnny isn't in it! what happened to him is completely unforgivable, and i will not stand to see him suffer any longer. johnny was born to play this role, so keep him as grindelwald!! 1 johnny deserves nothing but the best, and he shouldn't have to suffer any longer. abuse knows no gender!! 1 i will not watch fantastic beasts any longer if johnny is not playing grindelwald!! 1 johnny depp has been my favorite actor since childhood, and he has suffered at turd and the sun's hands long enough. bring johnny back as grindelwald or i will no longer have anything to do with fantastic beasts!! 1 johnny is innocent and deserves nothing but the best. keep him as grindelwald or i will no longer have anything to do with fantastic beasts!! 1 johnny is innocent and does not deserve to suffer any longer. let him finally get the justice he's been waiting for!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Jenny Gurin", n=3, threshold=0)
df_comments.query(" username == 'jovita jerger' ").comment.value_counts().head(60)
# justice for the innocent \n# justice for johnny depp 1 # justice for johnny depp\n# justice for the innocent 1 justice for the innocent \njustice for johnny depp 1 punish the guilty! not the innocent!! \njustice for victims not the abusers!! 1 punish the guilty not the innocent!!!\njustice for the victims not the abusers \nstop letting abusers get away with abuse and have the victims suffer! 1 punish the guilty not the innocent\nstop punishing the victims and letting the abusers get away with it stop domestic abuse 1 stop punishing the victims and punish the abusers\nstop domestic violence\npunish guilty not the innocent 1 stop punishing the innocent and start punishing the guilty\njustice for the innocent not the guilty 1 punish the guilty not the innocent\nstop blaming the victims and start taking actions towards the abusers 1 he's a better actor than she is\nand he's not guilty like she is\npunish the guilty not the innocent 1 punish the guilty and stop punishing the innocent\nstop letting abusers get away with it 1 start punishing the guilty and not the innocent 1 justice for the victims!!! justice for johnny depp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "jovita jerger", n=4, threshold=0)
df_comments.query(" username == 'Stephanie Brown' ").comment.value_counts().head(60)
#justiceforjohnnydepp! 4 #johnnydeppismygrindelwald! 3 johnny depp is innocent! 3 #justiceforjohnnydepp 2 #fireamberheard 2 amber heard is the real abuser! 2 i stand with johnny depp! 2 i agree! 2 replace her with emilia clarke! 2 #amberheardisanabuser! 1 johnny depp was not supposed to be fired from his role as our beloved grindelwald in the fantastic beasts movie franchise! 1 get rid of her! 1 i have been johnny depp's fan since i was a teenager and i always loved and believed him no matter what happened to him! the girl, who is obviously amber heard is the one who was lying to the entire world about my favorite actor and she's too dangerous to be in hollywood! 1 we love johnny depp! 1 johnny depp is the one who survived the abuse made by amber heard and it's obvious that warner bros. needs to think twice before firing their number one money maker and their only number one money maker is johnny, not amber! 1 #johnnydeppiscaptainjacksparrow 1 i believe the true fact that #johnnydeppisasurvivor of domestic abuse and violence! 1 amber heard is not my mera and is the one who should be fired! 1 #amberheardistherealabuser! 1 #amberheardisafraud 1 amber deserves to be punished! 1 no johnny means no pirates! 1 jail time for amber heard! 1 johnny depp is always innocent and always will be! 1 rehire johnny depp as grindelwald! 1 #johnnydeppisasurvivor 1 johnny depp was born to play captain jack sparrow! 1 johnny depp is the most terrific actor of all time and i say, you can't keep a good man down! 1 johnny depp deserves justice! 1 we want emilia clarke, not abuser amber heard! 1 punish amber heard! 1 i refuse to go see another pirates of the caribbean movie, without the best leading man of all time! 1 give johnny depp his career and his movie roles back!!! 1 we want true justice! wb was wrong to dismiss johnny depp from fantastic beasts 3 and keep amber heard in aquaman 2! they need to open up their eyes, listen to the audio, realize what the real deal is, rehire johnny depp and not only fire amber heard, but also replace her with emilia clarke! 1 emilia clarke is my mera! not amber heard! 1 nobody plays captain jack sparrow better than my dear mr. johnny depp himself! 1 warner bros. should fire amber heard! 1 if amber heard is supposed to be fired, same goes with peter safran! 1 only johnny depp can play grindelwald!! 1 it's only right and it's only fair to release minamata movie with johnny depp in it! don't be afraid mgm studios, will you please just release the film, maybe on the 8th of october? 1 amber heard doesn't deserve to be mera in aquaman 2 after she truly abused johnny depp, who deserves to be grindelwald again in fantastic beasts 3! 1 i, stephanie brown, am signing, because i never believed what amber heard said about johnny depp, and i say, that johnny depp told the truth about his abuser and ex-wife, the whole time, while amber heard, on the other hand, is a proven liar and deserves to be locked up for a rather good long period of time! 1 i, stephanie brown, truly believe the facts, that one, johnny depp was abused by none other than amber heard, two, johnny depp is supposed to keep his roles as captain jack sparrow and grindelwald, and three, johnny depp deserves justice! #johnnydeppisinnocent 1 she's not perfect for that role and she can't sing! 1 #johnnydeppistherealvictim 1 we love johnny depp!!! 1 johnny depp is 100% totally and completely innocent! 1 i, stephanie brown, am signing because one, i have been johnny depp's fan for eighteen years and have loved him for a long time, even through my high school years, two, i have believed him from 2016 up to 2021 and will keep believing him, and three, he must have justice, get vindicated, and uncanceled from future projects, especially pirates of the caribbean 6 and fantastic beasts 3! 1 justice for johnny depp! 1 like michael jackson, johnny depp is 100% totally and completely innocent of false allegations! 1 #rehirejohnnydepp 1 amber heard should be silenced! 1 i would definitely love to see johnny depp play gold digger roger! 1 #amberheardisagolddigger 1 lock amber up! 1 #holdahaccountable 1 i, stephanie brown, am signing, because all of johnny depp's beloved fans, including me, do not want to see dirty amber in justice league or any other movie in hollywood for as long as we live! 1 johnny depp is the only actor who plays our pirate hero! 1 johnny depp is captain jack sparrow and i can't stand seeing the next pirates of the caribbean without him! 1 i have the fear that jason momoa will be amber heard's next victim! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Stephanie Brown", n=5, threshold=0)
df_comments.query(" username == 'MELISSA F' ").comment.value_counts().head(10)
i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift and severe punishment in order to make an example. #justiceforjohnnydepp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "MELISSA F", n=3, threshold=0)
df_comments.query(" username == 'Sara Roberts' ").comment.value_counts().head(60)
thank you to whoever brought this tape forward! johnny has had his life ruined for the past five years because a woman made claims and fake evidence and people stupidly bought it. well, time’s up, amb!tch! #justiceforjohnny #cancelamberheard #fireamberheard #therealabuser #wearewithyoujohnny 1 she is a disgrace and a #metoo liar! she used the fact that she’s a woman and ran with it. sadly, our culture believes lying women. #istandwithjohnnydepp 1 she’s a better actress!!! 1 this is appalling! it’s not funny to take digs at victims male or female!! 1 justice fails men yet again. 1 the courts were unfairly stacked against him as they were all ambers’ croonies. 1 men are victims too and deserve justice! 1 this liar needs to be jailed and apologize to real victims!!! 1 the stigma against male victims needs to end! now!!! 1 he did nothing wrong based on evidence and still gets persecuted! men are victims too! 1 people like scamber need to be held responsible and not protected because she’s a woman! 1 stop the stigma on male victims! 1 men should be taken as seriously as women when it comes to being abused. #endthestigma 1 sexism at its finest. they must be part of this believe and support all women. even if they’re guilty. i’m boycotting everything she’s involved in. if she’s out of am2, i’m inclined to see it. 1 i’ve supported him since 2003 and continue to do so! just because he’s a man, society automatically finds him guilty. well, evidence doesn’t lie, but amber sure does! #toxicfemininity 1 i have since 2003 and will continue to do so for years to come. stop the stigma that men can’t be victims! #throwamberinjail #justiceforjohnny 1 he was unfairly judged in this toxic #metoo era and lost jobs because of that harlet’s lies. #fireamberheard #rehirejohnnydepp #johnnydeservesjustice #toxicfemininity 1 johnny was unfairly judged by society on the basis that a women certainly couldn’t have beat him up. we need to change this stigma! women want equal rights but don’t want to face the music/punishment when they are found out! #bycottmetoo #boycottamberheard #boycottloreal #boycottaquaman 1 i will not stop until this lying demon is put in jail! johnny lost these roles because a woman made up a bunch of pull and people were stupid enough to believe her and not see that she was trying to climb the hollywood ladder. she’s a psycho! she even emulated everything about him. 1 he didn’t deserve the backlash he has gotten for the last four to five years. this woman knew how to concoct a story and get people on her side by hiding behind the shameful #metoo. well, what goes around, comes around! i can’t wait until she hears the slam of metal jail cell doors! 1 women are just as manipulating as men but don’t get punished because they are the “weaker sex.” bs! this sad excuse for a woman and a human ruined his life and career because she’s a woman who had a sinister plan to blackmail him and rise up the hollywood ladder. she even emulated everything about him. she needs to be locked away and institutionalized! 1 he lost everything on the basis of toxic femininity and she was shown as a hero. #metoo is a sham and she should rot in prison for her deceitful lies! 1 fuck you, scamber! you’re a terrible beast that used your femininity to blackmail one of the greatest actors of all time and finally got found out! women like you (femanazis) make me ashamed of being a woman. you want to be treated fair but bat your eyes so you won’t have to deal with consequences! your time is up! time to pay the piper! 1 johnny was painted as a woman beater on the whim of a woman who wanted to achieve his level of fame. so much so, that she emulated everything he did and said. this chick used #metoo in order to climb said social ladder and finally is being found out! #ialwaysbelievedjohnny #downwithmeto #arrestamberheard #recastmera 1 fuck you, scamber! you lied for four to five years and let your man get dumped on, just so you could climb the social ladder. well, evidence is a bitch, and this one got caught red handed! 1 fuck you, amber and all her woke fans! y’all are basically saying it’s okay for women to hit men! in any situation, no one should hit anyone! she has an arrest on file from 2009! 1 fuck you, ambitch! i hope she lands in jail and i can actually see aquaman. emilia is perfect! love her! 1 i’ve stood behind him since 2003 and although i’ve never met him, know he’s not a woman beating monster. that person is the one he married. boycott her, her films, and endorsements! 1 she is a piece of trash thinking this wouldn’t come full circle. she basically spit in the faces of real victims just to get ahead. boycott anything and everything she’s involved with! #recastmera 1 this monster nearly cost johnny his life! i will not stand by and allow her to continue making movies/endorsements while he was blacklisted from here say! 1 johnny was blacklisted based on this #metoo darling’s lies, but now she’s running scared! #fireamberheard #arrestamberheard #metooliar #istandbehindjohnnydepp 1 she deserves jail 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Sara Roberts", n=3, threshold=0)
df_comments.query(" username == 'Ann Arroyo' ").comment.value_counts().head(60)
amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Ann Arroyo", n=3, threshold=0)
df_comments.query(" username == 'Usama Mubeen' ").comment.value_counts().head()
heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 we want our capt back... 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Usama Mubeen", n=3, threshold=0)
df_comments.query(" username == 'Carrie Ratchford' ").comment.value_counts().head(60)
#justiceforjohnny 13 #justiceforall 2 you rock johnny, it would never be poc without you ! 1 to be fair, if his career is ruined hres should should be to what makes her so special ? 1 it was proven beyond the shadow of a doubt that she lied in a court of law and physical and mentally abused johnny. that is a criminal offence she deserves to do her time like anyone else ! 1 she must be held accountable for her actions, she lied in a court of law and proven she physically assaulted him, that is a criminal offence! 1 it was proven that she lied in a court of law and physical assault which are both criminal offence's, she should be behind bars like any other criminal! 1 she does not speak for me !!! 1 she has to go !!! 1 let her go ! she is a criminal and should serve her time like any one else. 1 ah proved she lied in a court of law. that is purgerie, and physical assault which are both criminal offenses. she should do time like any one else ! 1 #justiceforjohnny. lying in a court of law and physical assault are both criminal offenses she should do her time like any one else ! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Carrie Ratchford", n=3, threshold=0)
df_comments.query(" username == 'Elizabeth Wine' ").comment.value_counts().head()
stop punishing the victim of the abuse! 3 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Elizabeth Wine", n=3, threshold=0)
df_comments.query(" username == 'Cesar Ramirez' ").comment.value_counts().head(60)
johnny depp is innocent, amber heard is a lier, amber heard is an abuser, johnny depp needs to comeback gellert grindelwald for fantastic beast 3. 1 warner bros. you owe johnny depp an apology, johnny depp is the victim of abuse, johnny depp is innocent, johnny depp has been abused by amber heard, amber heard is an abuser, amber heard is a lier, johnny depp deserves his job back from warner bros, amber heard deserves to be fired from warner bros. for all of her lies of the allegations, and we like to say that women's are not the only ones to be the victim of abuse, men’s can be the victim of abuse too. 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 johnny depp needs to comeback as captain jack sparrow for pirates of the caribbean movie because he is the main role for the pirates of the caribbean movie franchise, without johnny depp, pirates of the caribbean would never succeed, johnny depp needs to return for pirates of the caribbean and he deserves his role back as jack sparrow.\njustice for johnny depp 1 amber heard is a lier, abuser, and a husband beater, amber heard should not work in tv shows and movies ever again, amber heard should be fired from all here lies, amber heard should be in jail for lying under oath, johnny depp deserves justice, johnny depp is the victim of domestic abuse, johnny depp is innocent, johnny depp deserves to work in tv shows and movies, johnny depp deserves to comeback in pirates of the caribbean, and fantastic beast 3.\njustice for johnny depp 1 emilia clark is the perfect one to mera in aquaman 2, emilia clark is perfect for the role and i believe emilia clark would be perfect as mera, amber heard is a lier, abusive, and a husband better, amber heard deserves to be fired from aquaman 2 and emilia clark deserves the role of mera in aquaman 2 1 i believe that amber heard spent all that money for plastic surgery and believe she should show her $7 million dollars of plastic surgery receipt. 1 amber heard should be removed as spokesperson for all of her lies, for abusing johnny depp, and amber heard should be in for lying under oath 1 because johnny depp is the one and only jack sparrow and grindelwald, johnny depp is innocent, johnny depp is a great actor, johnny depp deserves justice, johnny depp deserves his role back, and johnny depp deserves a second chance. 1 johnny depp is jack sparrow, and he is the only actor for pirates of the caribbean, without johnny depp, the pirates of the caribbean movie would fail. 1 amber heard cannot play rapunzel, because she is a horrible actress, she can’t even sing, she’s to old to play rapunzel because rapunzel is 18, and the only person who could play rapunzel is from ages 18 - 27. 1 because amber heard is a liar, abusive, and a narcissist, amber heard should be fired from aquaman because she’s an abuser and needs to be sentence to life in prison for her perjury and it’s not right that you fired johnny depp from fantastic beast 3 because johnny depp has never laid a hands on anyone and johnny depp is the victim of domestic abuse and johnny depp is the one who deserves justice and johnny depp deserves movie roles back. 1 i saw the body cam footage of the penthouse and there is not a single damage in the penthouse, no injuries, no shattered glass on the floor, no wine stain on the rug and no damages on the wall. so there is the evidence that amber heard lied about the penthouse damage. 1 because it’s time for amber heard to tell the truth that she abused johnny depp and lied about donating $7 million dollars to aclu and chla. johnny depp is innocent and i believe that johnny depp is honest. 1 because johnny depp is captain jack sparrow, johnny depp is pirates of the caribbean, johnny depp can never be replaced, captain jack sparrow can never be replaced, if johnny depp is not in pirates of the caribbean, the movie will fail the box office, the movie will not be successful as five pirates of the caribbean were before, we not pay you money to see pirates of the caribbean without johnny depp, disney if you don’t want pirates of the caribbean to fail, do us a favor and listen to us , rehire johnny depp back as captain jack sparrow for pirates of the caribbean, johnny depp is the only one to make pirates of the caribbean a successful movie franchise, johnny depp is the only one for the pirates of the caribbean franchise, amber heard was the one who abused johnny depp, johnny depp was the victim of abuse, amber heard lied about the allegations, johnny depp is innocent, johnny depp deserves justice, johnny depp deserves his movie roles back, johnny depp deserves the truth. justice for johnny depp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Cesar Ramirez", n=3, threshold=0)
df_comments.query(" username == 'Kelli Shofstall' ").comment.value_counts().head(60)
she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself 2 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself.. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Kelli Shofstall", n=3, threshold=0)
df_comments.query(" username == 'Daler Halimov' ").comment.value_counts().head(60)
amber is a liar, hypocrite, an abuser and an narcissist! she’s a monster who wants attention because she’s nothing without it! i hope johnny will get justice and she what she deserves! 1 she was arrested for dv against her girlfriend in 2009 and spent a night in jail. also she admitted on court papers that she abused johnny. and she dropped the case! she's a hypocrite and a liar. she uses metoo movement and people actually believe her! that's messed up! 1 amber heard was arrested and spend a night in jail for domestic violence against her girlfriend. she also admitted on court papers that she abused johnny. she dropped the case and now uses the metoo movement and people actually believe her. she's a hypocrite and an abuser. that's messed up! 1 amber heard was arrested for domestic abuse against her girlfriend in 2009 and spend a night in jail. she also admitted on court papers that she abused her, now ex husband, johnny depp and she dropped the case. now she's using the meetoo movement and people actually believe her! she's a hypocrite and an abuser! and she's not stable mentally. she should really get help, work on her mental health because she's dangerous to the people around her 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Daler Halimov", n=3, threshold=0)
df_comments.query(" username == 'Freddie Mercury' ").comment.value_counts().head()
amber heard is a liar, and johnny depp doesn’t deserve to be punished for her stupidity 3 amber heard is a pathological lying bitch 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Freddie Mercury", n=3, threshold=0)
df_comments.query(" username == 'Onyx Psudeonym' ").comment.value_counts().head(60)
amber heard is a monster, johnny depp was tortured and then punished 1 abuse happens to both genders, johhny should not be punished for being abused 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Onyx Psudeonym", n=3, threshold=0)
df_comments.query(" username == 'Sofia Derzjavina' ").comment.value_counts().head()
i’m signing because johnny is being punished for literally being the victim of a domestic abuser. the system is fucked. they literally reward the abusers and punish the victims. johnny does not deserve this. 1 he is punished for being the victim, and that is fucked. 1 he is the victim 1 she is the abuser. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Sofia Derzjavina", n=3, threshold=0)
Death, Die, Kill & Murder¶
death_kill = {'death to', 'die amber', 'catch covid and die', 'she dies', 'and to die', 'die amber',
'will murder', 'amber can die', 'kill yourself', 'kill herself', 'kill amber',
'be killed', 'killher'}
df_death = df_comments[df_comments.comment.str.contains('|'.join(death_kill))]
print(f'{df_death.shape[0]} contributions, on {df_death.petition_slug.nunique()} Slugs, made by {df_death.username.nunique()} Users')
df_death
16 contributions, on 7 Slugs, made by 16 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 19630 | 796163357 | eat shit and die amber :))) | 20196023 | 1 | comment | 2020-06-20 18:47:17+00:00 | 1120075643 | jdiehdio blacklivesmatter | Black Mountain | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-06-20 | Jun | 20 | 18 |
| 17477 | 808945989 | amber heard should be killed | 20196023 | 0 | comment | 2020-11-09 09:31:02+00:00 | 881143615 | Joe Jostar | Johannesburg | ZA | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-09 | Nov | 9 | 9 |
| 17388 | 808967425 | no one should be paying this abusive cunt anyt... | 20196023 | 0 | comment | 2020-11-09 17:40:08+00:00 | 446094746 | Victoria Schlobohm | Palatine | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-09 | Nov | 9 | 17 |
| 24844 | 809011719 | johnny depp deserves an apology and his job ba... | 20186707 | 0 | comment | 2020-11-10 07:57:13+00:00 | 1096863424 | Rat God | Brisbane | AU | en-AU | justice-for-johnny-depp | against | 2020 | 2020-11-10 | Nov | 10 | 7 |
| 17186 | 809013940 | i hate amber heard , does can that woman ruin ... | 20196023 | 1 | comment | 2020-11-10 09:15:39+00:00 | 1163403501 | Meeku 11032008 | Delhi | IN | en-IN | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-10 | Nov | 10 | 9 |
| 16701 | 809205960 | killher | 20196023 | 1 | comment | 2020-11-13 02:19:37+00:00 | 1150848317 | Natasha Karpov | Riverside | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-13 | Nov | 13 | 2 |
| 1373 | 809352488 | amber heard can kill kill herself | 25840259 | 1 | comment | 2020-11-17 03:30:35+00:00 | 1152437806 | Dndncjc Jdjdm | Roseburg | US | en-US | warner-brothers-emilia-clarke-to-replace-amber... | against | 2020 | 2020-11-17 | Nov | 17 | 3 |
| 8052 | 809355573 | i love dc comics and want to watch this movie,... | 14451136 | 0 | comment | 2020-11-17 06:33:34+00:00 | 310539037 | Joseph Montiel | Sacramento | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 6 |
| 6646 | 809402466 | if this doesnt work i'm hiring an assasin to k... | 14451136 | 1 | comment | 2020-11-18 14:11:09+00:00 | 947698933 | Joseph Titi | Richmond Hill | CA | en-CA | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-18 | Nov | 18 | 14 |
| 5317 | 809467045 | obviously, i believe that what she did was wro... | 14451136 | 2 | comment_dashboard | 2020-11-19 23:40:47+00:00 | 1165033663 | Liam Bottoms | Wasilla | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-19 | Nov | 19 | 23 |
| 23347 | 810064883 | amber heard is an asshole go kill yourself amb... | 20186707 | 2 | comment | 2020-12-03 20:45:07+00:00 | 954805870 | Super man | Markham | CA | en-CA | justice-for-johnny-depp | against | 2020 | 2020-12-03 | Dec | 3 | 20 |
| 22715 | 812091612 | amber heard is a bitch and needs to catch covi... | 20186707 | 3 | comment | 2021-01-14 16:17:23+00:00 | 1026478556 | Matthew Pirtle | Stockbridge | US | en-US | justice-for-johnny-depp | against | 2021 | 2021-01-14 | Jan | 14 | 16 |
| 27219 | 812714191 | in this house we hate abusers! death to her ca... | 25706549 | 0 | comment | 2021-01-27 17:54:12+00:00 | 313201115 | Selin s | İstanbul | TR | en-US | warner-bros-pictures-justice-for-depp | against | 2021 | 2021-01-27 | Jan | 27 | 17 |
| 2684 | 812917720 | because amber heard is a bitch who deserves to... | 25717146 | 0 | comment | 2021-01-31 19:20:45+00:00 | 1162255604 | Alexander Huang | New York | US | en-US | warner-brothers-give-johnny-deep-his-roles-back | against | 2021 | 2021-01-31 | Jan | 31 | 19 |
| 22131 | 815913941 | amber is a lying bitch and i swear if she fuck... | 20186707 | 0 | comment | 2021-03-29 07:05:33+00:00 | 1161824120 | Lucy Corbett | Brisbane | AU | en-AU | justice-for-johnny-depp | against | 2021 | 2021-03-29 | Mar | 29 | 7 |
| 9478 | 820913914 | amber heard is not telling the truth! she cut ... | 25710217 | 0 | comment | 2021-06-27 16:01:55+00:00 | 30554900 | Dana Welcker | Fleming Island | US | en-US | warner-brothers-save-johnny-depp | against | 2021 | 2021-06-27 | Jun | 27 | 16 |
df_death.petition_slug.value_counts()
l-oréal-remove-amber-heard-as-l-oreal-spokesperson 5 justice-for-johnny-depp 4 dc-entertainment-remove-amber-heard-from-aquaman-2 3 warner-brothers-emilia-clarke-to-replace-amber-heard-on-aquaman 1 warner-bros-pictures-justice-for-depp 1 warner-brothers-give-johnny-deep-his-roles-back 1 warner-brothers-save-johnny-depp 1 Name: petition_slug, dtype: int64
df_death.user_country_code.value_counts()
US 9 AU 2 CA 2 ZA 1 IN 1 TR 1 Name: user_country_code, dtype: int64
df_death.user_locale.value_counts()
en-US 10 en-AU 2 en-CA 2 en-GB 1 en-IN 1 Name: user_locale, dtype: int64
df_death.user_city.value_counts()
Brisbane 2 Black Mountain 1 Johannesburg 1 Palatine 1 Delhi 1 Riverside 1 Roseburg 1 Sacramento 1 Richmond Hill 1 Wasilla 1 Markham 1 Stockbridge 1 İstanbul 1 New York 1 Fleming Island 1 Name: user_city, dtype: int64
df_death.role.value_counts()
comment 15 comment_dashboard 1 Name: role, dtype: int64
df_death.status_manual.value_counts()
against 16 Name: status_manual, dtype: int64
death_daily = df_death.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the Death Comments'
helpers.facet_heat(death_daily, title, n_col=2, vmax=2)
death_dates = df_death.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
death_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 1 | 2020-11-09 | 2 | 0 |
| 2 | 2020-11-10 | 2 | 1 |
| 4 | 2020-11-17 | 2 | 1 |
| 0 | 2020-06-20 | 1 | 1 |
| 3 | 2020-11-13 | 1 | 1 |
| 5 | 2020-11-18 | 1 | 1 |
| 6 | 2020-11-19 | 1 | 2 |
| 7 | 2020-12-03 | 1 | 2 |
| 8 | 2021-01-14 | 1 | 3 |
| 9 | 2021-01-27 | 1 | 0 |
| 10 | 2021-01-31 | 1 | 0 |
| 11 | 2021-03-29 | 1 | 0 |
| 12 | 2021-06-27 | 1 | 0 |
helpers.bar_peaks(death_dates[['date', 'ncomments']].head(3),
'Death Comments Peak Dates')
df_death.comment.value_counts()
eat shit and die amber :))) 1 amber heard should be killed 1 no one should be paying this abusive cunt anything. hope you die amber heard ✌ 1 johnny depp deserves an apology and his job back from warner bros. amber can die for all we care. 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 killher 1 amber heard can kill kill herself 1 i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 if this doesnt work i'm hiring an assasin to kill amber 1 obviously, i believe that what she did was wrong, but i don't hope she dies for it. that is a little much. 1 amber heard is an asshole go kill yourself amber!!! 1 amber heard is a bitch and needs to catch covid and die. preferably after she’s been proven in a court of law to be the gold-digging whore of babylon we all know her to be. 1 in this house we hate abusers! death to her career, she deserves to be in jail!! 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 amber is a lying bitch and i swear if she fucking wins i will murder something. 1 amber heard is not telling the truth! she cut his finger off and antagonized him shortly after his mother’s death to get money and fame for herself. 1 Name: comment, dtype: int64
df_death.username.value_counts()
jdiehdio blacklivesmatter 1 Joe Jostar 1 Victoria Schlobohm 1 Rat God 1 Meeku 11032008 1 Natasha Karpov 1 Dndncjc Jdjdm 1 Joseph Montiel 1 Joseph Titi 1 Liam Bottoms 1 Super man 1 Matthew Pirtle 1 Selin s 1 Alexander Huang 1 Lucy Corbett 1 Dana Welcker 1 Name: username, dtype: int64
threat_users = threat_users | set(df_death.username)
user = "jdiehdio blacklivesmatter"
df_comments.query(" username == @user ").comment.value_counts().head()
eat shit and die amber :))) 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "jdiehdio blacklivesmatter", n=3, threshold=0)
user = "Joe Jostar"
df_comments.query(" username == @user ").comment.value_counts().head()
amber heard should be killed 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Joe Jostar", n=3, threshold=0)
user = "Dana Welcker"
df_comments.query(" username == @user ").comment.value_counts().head()
amber heard is not telling the truth! she cut his finger off and antagonized him shortly after his mother’s death to get money and fame for herself. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Dana Welcker", n=3, threshold=0)
user = "Lucy Corbett"
df_comments.query(" username == @user ").comment.value_counts().head()
amber is a lying bitch and i swear if she fucking wins i will murder something. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Lucy Corbett", n=3, threshold=0)
user = "your king"
df_comments.query(" username == @user ").comment.value_counts().head()
give heard atleast 10 years in prison and if not the death penalty! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "your king", n=3, threshold=0)
user = "Alexander Huang"
df_comments.query(" username == @user ").comment.value_counts().head()
because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Alexander Huang", n=3, threshold=0)
user = "Selin s"
df_comments.query(" username == @user ").comment.value_counts().head()
in this house we hate abusers! death to her career, she deserves to be in jail!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Selin s", n=3, threshold=0)
user = "Matthew Pirtle"
df_comments.query(" username == @user ").comment.value_counts().head()
amber heard is a bitch and needs to catch covid and die. preferably after she’s been proven in a court of law to be the gold-digging whore of babylon we all know her to be. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Matthew Pirtle", n=3, threshold=0)
user = "Super man"
df_comments.query(" username == @user ").comment.value_counts().head()
amber heard is an asshole go kill yourself amber!!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Super man", n=3, threshold=0)
user = "Liam Bottoms"
df_comments.query(" username == @user ").comment.value_counts().head()
obviously, i believe that what she did was wrong, but i don't hope she dies for it. that is a little much. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Liam Bottoms", n=3, threshold=0)
user = "Joseph Titi"
df_comments.query(" username == @user ").comment.value_counts().head()
if this doesnt work i'm hiring an assasin to kill amber 1 this is the second petition i'm signing for depp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Joseph Titi", n=3, threshold=0)
user = "Joseph Montiel"
df_comments.query(" username == @user ").comment.value_counts().head()
i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Joseph Montiel", n=3, threshold=0)
user = "Dndncjc Jdjdm"
df_comments.query(" username == @user ").comment.value_counts().head()
amber heard can kill kill herself 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Dndncjc Jdjdm", n=3, threshold=0)
user = "Natasha Karpov"
df_comments.query(" username == @user ").comment.value_counts().head()
killher 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Natasha Karpov", n=3, threshold=0)
user = "Meeku 11032008"
df_comments.query(" username == @user ").comment.value_counts().head()
i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 i know that he is just a sweet little marshmellow and cant be a wife beater even his ex wifes have said that he is a cute little potato and didnt hurt them so amber heard is lying 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Meeku 11032008", n=3, threshold=0)
user = "Rat God"
df_comments.query(" username == @user ").comment.value_counts().head()
johnny depp deserves an apology and his job back from warner bros. amber can die for all we care. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Rat God", n=3, threshold=0)
user = "Victoria Schlobohm"
df_comments.query(" username == @user ").comment.value_counts().head()
no one should be paying this abusive cunt anything. hope you die amber heard ✌ 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Victoria Schlobohm", n=3, threshold=0)
burn_hell = {'burn the witch', 'she burns', 'blacklisted and burned', 'in hell', 'burn in hell', 'burns in hell',
'to hell', 'go to hell', 'burnt pig', 'burn down', 'to hell', 'tohell', 'of hell',
'rot in b movie hell', 'demon from hell', 'deserves hell'}
df_burn = df_comments[df_comments.comment.str.contains('|'.join(burn_hell))]
print(f'{df_burn.shape[0]} contributions, on {df_burn.petition_slug.nunique()} Slugs, made by {df_burn.username.nunique()} Users')
df_burn
57 contributions, on 12 Slugs, made by 56 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21030 | 774758050 | this woman does not deserve to be a spokespers... | 20196023 | 2 | comment | 2020-02-13 16:54:49+00:00 | 234882436 | Jaime Halliwell | Wigan | GB | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-13 | Feb | 13 | 16 |
| 20908 | 775012419 | remove her!!! burn the witch | 20196023 | 0 | comment | 2020-02-18 02:54:29+00:00 | 748318504 | Chloe Petry | Orange | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-18 | Feb | 18 | 2 |
| 20636 | 775278763 | let these women rot in hell | 20196023 | 0 | comment | 2020-02-21 15:40:27+00:00 | 421554602 | Premm Krishna Shenoy | NaN | IN | en-IN | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-21 | Feb | 21 | 15 |
| 20553 | 775324595 | i don’t like narcissistic monsters and refuse ... | 20196023 | 0 | comment | 2020-02-22 09:30:20+00:00 | 756899140 | Nicole Gaskett | NaN | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-22 | Feb | 22 | 9 |
| 26336 | 776015891 | i have watched johnny depp forever and i have ... | 20186707 | 1 | comment | 2020-03-03 13:30:37+00:00 | 628597346 | Jessica Cox | Spokane | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-03-03 | Mar | 3 | 13 |
| 20022 | 784421665 | what a despicable example of female empowermen... | 20196023 | 0 | comment | 2020-04-26 04:00:40+00:00 | 9342061 | Winter Sleek | newtown | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-04-26 | Apr | 26 | 4 |
| 19596 | 797530974 | this woman should be imprisoned. and she even ... | 20196023 | 3 | comment | 2020-06-29 12:50:26+00:00 | 966771389 | Tom Riddle | Carmona | PH | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-06-29 | Jun | 29 | 12 |
| 19452 | 800199990 | amber heard is a fucking bitch who lied and ha... | 20196023 | 2 | comment | 2020-07-21 21:10:30+00:00 | 1032301733 | ARNEL LOZIC | Regina | CA | en-CA | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-07-21 | Jul | 21 | 21 |
| 19004 | 803831843 | fuck amber i hope she burns | 20196023 | 2 | comment | 2020-08-26 22:30:49+00:00 | 1100058924 | Kina Huglin | Bixby | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-08-26 | Aug | 26 | 22 |
| 26051 | 808364743 | justice will be served. may this man have his ... | 20186707 | 0 | comment | 2020-11-03 17:29:53+00:00 | 1015998967 | Mint Lemon | None | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-03 | Nov | 3 | 17 |
| 26026 | 808779022 | amber heard is going to hell for this \nfuck w... | 20186707 | 0 | comment | 2020-11-06 17:17:35+00:00 | 1120560494 | arush varun | Patna | IN | en-IN | justice-for-johnny-depp | against | 2020 | 2020-11-06 | Nov | 6 | 17 |
| 18540 | 808799294 | a disgusting person. a disgrace to the human r... | 20196023 | 0 | comment | 2020-11-06 22:10:14+00:00 | 1029225520 | Edward Flores | Long Beach | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-06 | Nov | 6 | 22 |
| 17995 | 808866187 | she belongs in hell | 20196023 | 0 | comment | 2020-11-08 00:43:07+00:00 | 985639694 | Fernando Martinez | East Wenatchee | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 0 |
| 3889 | 808870436 | amber heard is the embodiment of hell | 25717146 | 0 | comment | 2020-11-08 02:25:51+00:00 | 1091203579 | Clanka battle droid 000047 | Calgary | CA | en-CA | warner-brothers-give-johnny-deep-his-roles-back | against | 2020 | 2020-11-08 | Nov | 8 | 2 |
| 13456 | 808870453 | amber heard is the embodiment of hell | 25699776 | 0 | comment | 2020-11-08 02:26:16+00:00 | 1091203579 | Clanka battle droid 000047 | Calgary | CA | en-CA | warner-brothers-keep-johnny-depp-as-grindelwald | against | 2020 | 2020-11-08 | Nov | 8 | 2 |
| 17956 | 808872613 | voting because liars should rot in hell | 20196023 | 1 | comment | 2020-11-08 03:16:39+00:00 | 891154273 | Nil0um Nilwala | Colombo | LK | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 3 |
| 17871 | 808880694 | she can have a fun time rotting in hell. | 20196023 | 0 | comment | 2020-11-08 07:32:07+00:00 | 1020255514 | Olivia S | Toms River | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 7 |
| 13241 | 808906484 | because amber heard is the devil. johnny depp ... | 25699776 | 0 | comment | 2020-11-08 17:37:33+00:00 | 117377550 | anna Davis | ardmore | US | en-US | warner-brothers-keep-johnny-depp-as-grindelwald | against | 2020 | 2020-11-08 | Nov | 8 | 17 |
| 17691 | 808908505 | she is an abuser and doesn’t deserve to contin... | 20196023 | 0 | comment | 2020-11-08 18:13:13+00:00 | 528916535 | Lucy Virtue | Widdrington | GB | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 18 |
| 25072 | 808965334 | amber heard deserves to burn in hell | 20186707 | 0 | comment | 2020-11-09 17:03:31+00:00 | 1162913083 | Dean Hubbert | Novi | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-09 | Nov | 9 | 17 |
| 17284 | 808994213 | go to hell amber heard. #justiceforjohnny | 20196023 | 1 | comment | 2020-11-10 01:39:36+00:00 | 1116950150 | Elliott McMullen | Sydney | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-10 | Nov | 10 | 1 |
| 17186 | 809013940 | i hate amber heard , does can that woman ruin ... | 20196023 | 1 | comment | 2020-11-10 09:15:39+00:00 | 1163403501 | Meeku 11032008 | Delhi | IN | en-IN | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-10 | Nov | 10 | 9 |
| 24760 | 809040920 | what the hell amber heard deserves being treat... | 20186707 | 0 | comment | 2020-11-10 17:29:59+00:00 | 1151453433 | Anonymous Mous | Los Angeles | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-10 | Nov | 10 | 17 |
| 17062 | 809062719 | yo this girl can go to hell, real pos | 20196023 | 1 | comment | 2020-11-10 23:22:32+00:00 | 842735130 | Jamie Parish | Manly | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-10 | Nov | 10 | 23 |
| 582 | 809069127 | i refuse to watch any movies that feature this... | 20569720 | 0 | comment | 2020-11-11 01:24:35+00:00 | 1043573663 | Jenny Gurin | Shrewsbury | US | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2020 | 2020-11-11 | Nov | 11 | 1 |
| 24142 | 809221567 | im signing bc amber heard is a stupid bitch wh... | 20186707 | 0 | comment | 2020-11-13 11:48:57+00:00 | 1164148397 | Gabby Mitchell | Sacramento | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-13 | Nov | 13 | 11 |
| 16469 | 809294252 | lies go to hell | 20196023 | 0 | comment | 2020-11-15 11:01:14+00:00 | 1116484718 | Benjamin John Mifsud | NaN | MT | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-15 | Nov | 15 | 11 |
| 8731 | 809342644 | johnny depp ain’t diserve this bullshit, and s... | 14451136 | 1 | comment | 2020-11-16 20:31:07+00:00 | 1164617619 | Ryan Di Camillo | Caulfield South | AU | en-AU | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-16 | Nov | 16 | 20 |
| 8721 | 809342890 | go to hell amber | 14451136 | 1 | comment | 2020-11-16 20:39:46+00:00 | 1109327883 | Daisy Porter | Houston | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-16 | Nov | 16 | 20 |
| 8096 | 809354892 | because amber heard deserves to rot in hell. | 14451136 | 0 | comment | 2020-11-17 05:46:39+00:00 | 1098566300 | jordyn sciacca | Diamondhead | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 5 |
| 8086 | 809355051 | because bitch needs to burn down | 14451136 | 0 | comment | 2020-11-17 05:57:08+00:00 | 509119202 | Sreejita Basu | Jaipur | IN | en-GB | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 5 |
| 8007 | 809356259 | fuck amber heard, everyone knows she’s a lying... | 14451136 | 2 | comment | 2020-11-17 07:19:50+00:00 | 1162824294 | Asilem Garcia | Peoria | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 7 |
| 7998 | 809356428 | i am a survivor of domestic violence. i can't ... | 14451136 | 3 | comment | 2020-11-17 07:32:49+00:00 | 237037751 | Jessica Saligheh | Omaha | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 7 |
| 7990 | 809356602 | burn the witch | 14451136 | 0 | comment | 2020-11-17 07:43:17+00:00 | 23966807 | Giga Kolelishvili | tbilisi | GR | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 7 |
| 16406 | 809357624 | fuck amber, abuser should rot in hell. fuck lo... | 20196023 | 0 | comment | 2020-11-17 08:45:00+00:00 | 1084394522 | Ameerul Firdaus | Kuala Lumpur | MY | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-17 | Nov | 17 | 8 |
| 7602 | 809367894 | burn the witch | 14451136 | 0 | comment | 2020-11-17 16:19:55+00:00 | 1044822987 | Yeet Skeet | Atlanta | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 16 |
| 7490 | 809370684 | amber needs to be stopped if depp gets his rol... | 14451136 | 1 | comment | 2020-11-17 17:49:10+00:00 | 1019229260 | Anna MCmil | Princeton | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 17 |
| 7269 | 809376026 | she is an abuser no way in hell she can be in ... | 14451136 | 1 | comment | 2020-11-17 20:34:12+00:00 | 1109575493 | Batoul Amr | Assiut | EG | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-17 | Nov | 17 | 20 |
| 6555 | 809407270 | justice above gender ! i wish all those funded... | 14451136 | 3 | comment_dashboard | 2020-11-18 16:04:06+00:00 | 775768648 | Sabih Uddin | Karachi | PK | en-IN | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-18 | Nov | 18 | 16 |
| 6541 | 809408450 | rus\nактёр, что ведёт себя, как последняя твар... | 14451136 | 3 | comment | 2020-11-18 16:29:28+00:00 | 1164842739 | Аркадий Алпатов | Ozersk | RU | ru-RU | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-18 | Nov | 18 | 16 |
| 6445 | 809413653 | she doesn’t deserve to have a platform. she’s ... | 14451136 | 1 | comment | 2020-11-18 18:28:52+00:00 | 1126193801 | Bayley Tyler | Beaumont | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-18 | Nov | 18 | 18 |
| 23758 | 809444018 | i’m signing because johnny depp is one of my f... | 20186707 | 0 | comment | 2020-11-19 13:47:48+00:00 | 1142003081 | No Name | NaN | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-19 | Nov | 19 | 13 |
| 26502 | 809633324 | if johnny doesn't get rehired i am going to be... | 14421880 | 1 | comment | 2020-11-24 03:11:14+00:00 | 1164268011 | royale high player | Dayton | US | en-US | disney-get-johnny-depp-back-in-pirates-6 | against | 2020 | 2020-11-24 | Nov | 24 | 3 |
| 26673 | 810020082 | johnny depp is innocent that dump ass judge d... | 25629356 | 1 | comment | 2020-12-03 00:35:30+00:00 | 1163824278 | Theresa Sanders | Kansas City | US | en-US | the-royal-courts-of-justice-london-justice-for... | against | 2020 | 2020-12-03 | Dec | 3 | 0 |
| 23331 | 810122794 | i’m signing because johnny depp is my literall... | 20186707 | 3 | comment | 2020-12-04 20:55:57+00:00 | 1167338640 | Linda Al Mghrabi | Dubai | AE | en-US | justice-for-johnny-depp | against | 2020 | 2020-12-04 | Dec | 4 | 20 |
| 23109 | 810900477 | amber should rot in hell. he deserves justice | 20186707 | 0 | comment | 2020-12-18 21:06:16+00:00 | 1147570862 | Savannah smith | Bossier City | US | en-CA | justice-for-johnny-depp | against | 2020 | 2020-12-18 | Dec | 18 | 21 |
| 2252 | 811292997 | she’s a man abuser and is a demon from hell | 14799888 | 1 | comment | 2020-12-30 01:51:11+00:00 | 24076119 | Simone Savage | Bronx | US | en-US | warner-brothers-warner-bros-warner-media-and-d... | against | 2020 | 2020-12-30 | Dec | 30 | 1 |
| 22921 | 811344002 | ihope that bitch is fucking routing in hell. j... | 20186707 | 1 | comment | 2020-12-31 14:00:25+00:00 | 1159776011 | leona Azemovska | Bitola | MK | en-US | justice-for-johnny-depp | against | 2020 | 2020-12-31 | Dec | 31 | 14 |
| 22806 | 811639028 | if i will not seen him in those movies i wont ... | 20186707 | 0 | comment | 2021-01-06 17:49:12+00:00 | 1172636948 | Boring Panda | Bhopal | IN | en-IN | justice-for-johnny-depp | against | 2021 | 2021-01-06 | Jan | 6 | 17 |
| 2684 | 812917720 | because amber heard is a bitch who deserves to... | 25717146 | 0 | comment | 2021-01-31 19:20:45+00:00 | 1162255604 | Alexander Huang | New York | US | en-US | warner-brothers-give-johnny-deep-his-roles-back | against | 2021 | 2021-01-31 | Jan | 31 | 19 |
| 11208 | 814684477 | amber can go to hell. punishing johnny because... | 25829282 | 0 | comment | 2021-03-08 18:16:03+00:00 | 1183741486 | Onyx Psudeonym | San Diego | US | en-US | johnny-s-fans-to-get-johnny-depp-s-career-back | against | 2021 | 2021-03-08 | Mar | 8 | 18 |
| 22111 | 816269839 | i’m all in the #metoo movement but just becaus... | 20186707 | 3 | comment_dashboard | 2021-04-06 12:34:03+00:00 | 1191219327 | Omniya Bayoumi | Tsunashimanishi | JP | en-US | justice-for-johnny-depp | against | 2021 | 2021-04-06 | Apr | 6 | 12 |
| 21694 | 821507071 | i have watched ah and i believe she used depp ... | 20186707 | 0 | comment | 2021-07-12 17:01:48+00:00 | 1215718123 | Peggy Gorman | Havana | US | en-US | justice-for-johnny-depp | against | 2021 | 2021-07-12 | Jul | 12 | 17 |
| 2466 | 821953832 | amber heard deserves hell for what she did to ... | 25717146 | 0 | comment | 2021-07-25 13:40:17+00:00 | 1114863826 | Dale Percival | Southington | US | en-US | warner-brothers-give-johnny-deep-his-roles-back | against | 2021 | 2021-07-25 | Jul | 25 | 13 |
| 14818 | 821977012 | it’s time we believed the victim. i’m so outra... | 20470411 | 1 | comment | 2021-07-26 02:01:34+00:00 | 1868590 | K Amber Miller | Novato | US | en-US | warner-brothers-boycott-aquaman-2-and-l-oreal | against | 2021 | 2021-07-26 | Jul | 26 | 2 |
| 11384 | 823193055 | i'm signing this because we'll first lord forg... | 29615065 | 0 | comment | 2021-08-27 22:31:12+00:00 | 1220594106 | Stessanie Howerton | Spokane | US | en-US | warner-brothers-remove-amber-heard-from-aquama... | against | 2021 | 2021-08-27 | Aug | 27 | 22 |
| 14783 | 824944941 | amber heard should burn in hell | 20470411 | 0 | comment | 2021-10-15 02:40:14+00:00 | 1229636332 | vitaliy shmaley | Port Orange | US | en-US | warner-brothers-boycott-aquaman-2-and-l-oreal | against | 2021 | 2021-10-15 | Oct | 15 | 2 |
df_burn.petition_slug.value_counts()
l-oréal-remove-amber-heard-as-l-oreal-spokesperson 18 justice-for-johnny-depp 13 dc-entertainment-remove-amber-heard-from-aquaman-2 13 warner-brothers-give-johnny-deep-his-roles-back 3 warner-brothers-keep-johnny-depp-as-grindelwald 2 warner-brothers-boycott-aquaman-2-and-l-oreal 2 hollywood-boycott-aquaman-2-amber-heard 1 disney-get-johnny-depp-back-in-pirates-6 1 the-royal-courts-of-justice-london-justice-for-johnny-depp 1 warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu 1 johnny-s-fans-to-get-johnny-depp-s-career-back 1 warner-brothers-remove-amber-heard-from-aquaman-2-f43643eb-dce2-411c-82e1-c234eeb64c13 1 Name: petition_slug, dtype: int64
df_burn.user_country_code.value_counts()
US 31 IN 5 AU 5 CA 3 GB 2 PH 1 LK 1 MT 1 GR 1 MY 1 EG 1 PK 1 RU 1 AE 1 MK 1 JP 1 Name: user_country_code, dtype: int64
df_burn.user_locale.value_counts()
en-US 36 en-GB 6 en-IN 5 en-AU 5 en-CA 4 ru-RU 1 Name: user_locale, dtype: int64
df_burn.user_city.value_counts()
Spokane 2 Calgary 2 Wigan 1 Dubai 1 tbilisi 1 Kuala Lumpur 1 Atlanta 1 Princeton 1 Assiut 1 Karachi 1 Ozersk 1 Beaumont 1 Dayton 1 Kansas City 1 Bossier City 1 Peoria 1 Bronx 1 Bitola 1 Bhopal 1 New York 1 San Diego 1 Tsunashimanishi 1 Havana 1 Southington 1 Novato 1 Omaha 1 Diamondhead 1 Jaipur 1 Orange 1 newtown 1 Carmona 1 Regina 1 Bixby 1 None 1 Patna 1 Long Beach 1 East Wenatchee 1 Colombo 1 Toms River 1 ardmore 1 Widdrington 1 Novi 1 Sydney 1 Delhi 1 Los Angeles 1 Manly 1 Shrewsbury 1 Sacramento 1 Caulfield South 1 Houston 1 Port Orange 1 Name: user_city, dtype: int64
df_burn.role.value_counts()
comment 55 comment_dashboard 2 Name: role, dtype: int64
df_burn.status_manual.value_counts()
against 57 Name: status_manual, dtype: int64
burn_daily = df_burn.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the "Burn & Hell" Comments'
helpers.facet_heat(burn_daily, title, n_col=2, vmax=2)
burn_dates = df_burn.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
burn_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 18 | 2020-11-17 | 9 | 7 |
| 11 | 2020-11-08 | 7 | 1 |
| 13 | 2020-11-10 | 4 | 3 |
| 19 | 2020-11-18 | 3 | 7 |
| 17 | 2020-11-16 | 2 | 2 |
| 10 | 2020-11-06 | 2 | 0 |
| 32 | 2021-07-25 | 1 | 0 |
| 31 | 2021-07-12 | 1 | 0 |
| 30 | 2021-04-06 | 1 | 3 |
| 29 | 2021-03-08 | 1 | 0 |
| 28 | 2021-01-31 | 1 | 0 |
| 27 | 2021-01-06 | 1 | 0 |
| 21 | 2020-11-24 | 1 | 1 |
| 33 | 2021-07-26 | 1 | 1 |
| 26 | 2020-12-31 | 1 | 1 |
helpers.bar_peaks(burn_dates[['date', 'ncomments']].head(6),
'"Burn & Hell" Comments Peak Dates')
df_burn.comment.value_counts()
burn the witch 2 amber heard is the embodiment of hell 2 this woman does not deserve to be a spokesperson for anything! she is an abuser. plus i've been a johnny depp fan for 27 years and there is no way in hell i ever believed that he would cause harm to anyone. get rid of her!! 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 amber needs to be stopped if depp gets his roles stripped bc of her lying than she needs her job stripped, blacklisted and burned 1 she is an abuser no way in hell she can be in that movie again 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 rus\nактёр, что ведёт себя, как последняя тварь не может играть в этом фильме и эту роль. к чёрту её и её лживую морду.\neng\n(an actor who behaves like the last creature can't play this role in this movie. to hell with her and her lying face.) 1 she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 i’m signing because johnny depp is one of my favorite actors, and i love the pirates of the caribbean movies. amber heard can go to hell 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 because amber heard deserves to rot in hell. 1 amber should rot in hell. he deserves justice 1 she’s a man abuser and is a demon from hell 1 ihope that bitch is fucking routing in hell. johnny depp deserve better!!! 1 if i will not seen him in those movies i wont watch them...to hell with disney 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 i’m all in the #metoo movement but just because men abuse majority of the times does not mean they cannot be victims as well. johnny deserves justice amber the witch of hell needs to be held accountable and to lose all her movie deals and contracts!! 1 i have watched ah and i believe she used depp to springboard her career. i think she should endure what she put depp through. i refuse to watch her in anything. to use someone elses life to give yourself power is disgusting. to abuse someone else while you confront your sexuality, which is what i believe happened, is sadistic and evil. if ms. heard wants to muff dive some other woman, news flash, no one gives a damn. however accusing depp to make yourself look like someone "vulnerable" is sick. \ni want depp to be given his life back. heard can go to hell. for those of you who think i am harsh, i lived in an alternate lifestyle for quite a few years but i didn't have to destroy someone else's life to have my own. 1 amber heard deserves hell for what she did to him, he did nothing 1 it’s time we believed the victim. i’m so outraged that this bimbo’s lies will harm so many—including and especially *actual survivors*. she can go to hell. or back to texas, either one. 1 i'm signing this because we'll first lord forgive me but i hope she burns in hell 1 because bitch needs to burn down 1 go to hell amber 1 remove her!!! burn the witch 1 johnny depp ain’t diserve this bullshit, and she can go to hell 1 let these women rot in hell 1 i don’t like narcissistic monsters and refuse to have her represent women ever again. go to hell you she-devil 1 i have watched johnny depp forever and i have watched his body language... it brings me to johnny would never do those things! screw you amber, i hope you rot in b movie hell 1 what a despicable example of female empowerment. go to hell amber heard. #justiceforjohnny and i can’t even say that i was ever a johnny depp fan. fuck you amber heard 1 this woman should be imprisoned. and she even pretends to be a feminist lololol. go to hell amber heard. 1 amber heard is a fucking bitch who lied and has a spot next to hitler and dahmer waiting for her in hell 1 fuck amber i hope she burns 1 justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 amber heard is going to hell for this \nfuck wb\njustice for johnnydepp 1 a disgusting person. a disgrace to the human race. i hope she rots in hell 1 she belongs in hell 1 voting because liars should rot in hell 1 she can have a fun time rotting in hell. 1 because amber heard is the devil. johnny depp deserves to have his career back, #justiceforjohnny amber heard can rot in hell 1 she is an abuser and doesn’t deserve to continue her career as johnny depp loses his! she deserves to rot in hell! 1 amber heard deserves to burn in hell 1 go to hell amber heard. #justiceforjohnny 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 what the hell amber heard deserves being treated like a burnt pig shame 1 yo this girl can go to hell, real pos 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 lies go to hell 1 amber heard should burn in hell 1 Name: comment, dtype: int64
burn_users = df_burn.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(burn_users.head(15), '"Burn & Hell" Top Commented Users', threshold=0, c=0)
df_burn.username.value_counts().head()
Clanka battle droid 000047 2 Jaime Halliwell 1 Theresa Sanders 1 Jessica Saligheh 1 Giga Kolelishvili 1 Name: username, dtype: int64
threat_users = threat_users | set(df_burn.username)
df_comments.query(" username == 'Clanka battle droid 000047' ").comment.value_counts().head()
amber heard is the embodiment of hell 2 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Clanka battle droid 000047", n=3, threshold=0)
df_comments.query(" username == 'Jaime Halliwell' ").comment.value_counts().head()
this woman does not deserve to be a spokesperson for anything! she is an abuser. plus i've been a johnny depp fan for 27 years and there is no way in hell i ever believed that he would cause harm to anyone. get rid of her!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Jaime Halliwell", n=3, threshold=0)
df_comments.query(" username == 'Theresa Sanders' ").comment.value_counts().head()
johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 amber is going to get what's coming to her sooner or later u dog idk why amber fans even like that witch! fire her! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Theresa Sanders", n=3, threshold=0)
df_comments.query(" username == 'Jessica Saligheh' ").comment.value_counts().head()
i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Jessica Saligheh", n=3, threshold=0)
df_comments.query(" username == 'Giga Kolelishvili' ").comment.value_counts().head()
burn the witch 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Giga Kolelishvili", n=3, threshold=0)
Punish, Crime, Jail & Prison¶
crime_jail = {'her crime', 'her own crime', 'is criminal', 'is a criminal', 'unforgivable crimes',
'unforgivable crimes', 'commits crimes', 'punish', 'punish her', 'punish amber', 'deserves punish',
'should be punished', 'needs to be punished', 'place is jail', 'prison now', 'prison time',
'deserves prison', 'imprisoned for', 'in prison', 'to prison', 'prisonforamber', 'prisontimetoamber',
'imprison amber', 'deserves a prison cell', 'deserves fucking prison', 'in fucking prison',
'should be imprisoned', 'should be jailed', 'jail time', 'in jail', 'to jail', 'jail for',
'in a jail', 'into jail', 'she deserves it'}
df_crime = df_comments[df_comments.comment.str.contains('|'.join(crime_jail))]
print(f'{df_crime.shape[0]} contributions, on {df_crime.petition_slug.nunique()} Slugs, made by {df_crime.username.nunique()} Users')
df_crime.head()
890 contributions, on 72 Slugs, made by 808 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9368 | 476368544 | amber heard is a cruel and vicious woman who h... | 7177154 | 9 | comment | 2016-07-03 19:43:34+00:00 | 565817003 | Bunny Depp | San Diego | US | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-07-03 | Jul | 3 | 19 |
| 1181 | 532266899 | i never trusted that scumbag bridezilla she sh... | 8655098 | 2 | comment | 2016-11-05 19:34:11+00:00 | 28268805 | Gail Costenbader | Edison | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-05 | Nov | 5 | 19 |
| 1115 | 532679474 | amber tried to extort $ from johnny by demandi... | 8655098 | 1 | comment | 2016-11-06 18:20:37+00:00 | 258065 | Lorraine Bauleth | L.A. | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-06 | Nov | 6 | 18 |
| 1096 | 533411285 | because no man, not even johnny depp, should b... | 8655098 | 2 | comment | 2016-11-07 21:02:32+00:00 | 117524405 | Lori Hatfield | Quincy | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-07 | Nov | 7 | 21 |
| 9431 | 718086585 | johnny depp is an asshole that shoud be thrown... | 9036344 | 0 | comment | 2017-11-22 10:42:09+00:00 | 631458848 | Rebecca Bertolini | NaN | IT | it-IT | jk-rowling-recast-gellert-grindelwald | against | 2017 | 2017-11-22 | Nov | 22 | 10 |
df_crime.petition_slug.value_counts().head(10)
l-oréal-remove-amber-heard-as-l-oreal-spokesperson 176 justice-for-johnny-depp 161 warner-brothers-keep-johnny-depp-as-grindelwald 122 dc-entertainment-remove-amber-heard-from-aquaman-2 110 warner-brothers-give-johnny-deep-his-roles-back 58 united-states-supreme-court-put-amber-heard-behind-bars 32 hollywood-boycott-aquaman-2-amber-heard 27 warner-brothers-warner-bros-warner-media-and-dc-films-fire-amber-heard-from-her-role-as-mera-in-the-dceu 18 change-org-blacklist-amber-heard-from-hollywood 14 johnny-s-fans-to-get-johnny-depp-s-career-back 12 Name: petition_slug, dtype: int64
df_crime.user_country_code.value_counts().head(10)
US 546 GB 89 CA 58 AU 45 IN 16 SE 13 ZA 8 PK 7 PH 6 DE 5 Name: user_country_code, dtype: int64
df_crime.user_locale.value_counts()
en-US 602 en-GB 126 en-CA 58 en-AU 42 en-IN 19 es-419 15 de-DE 7 fr-FR 6 es-AR 3 it-IT 2 ru-RU 2 hi-IN 2 es-ES 2 id-ID 2 pt-BR 1 ja-JP 1 Name: user_locale, dtype: int64
df_crime.user_city.value_counts().head(10)
Shrewsbury 11 Denton 10 Denver 10 Lemont 8 Phoenix 7 San Diego 6 Chicago 6 Long Beach 5 Tuscaloosa 5 Toronto 5 Name: user_city, dtype: int64
df_crime.role.value_counts()
comment 878 comment_dashboard 12 Name: role, dtype: int64
df_crime.status_manual.value_counts()
against 881 for 7 related 2 Name: status_manual, dtype: int64
crime_daily = df_crime.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the "Crime & Jail" Comments'
helpers.facet_heat(crime_daily, title, n_col=3, vmax=20)
crime_dates = df_crime.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
crime_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 100 | 2020-11-07 | 50 | 19 |
| 110 | 2020-11-17 | 41 | 53 |
| 101 | 2020-11-08 | 40 | 12 |
| 102 | 2020-11-09 | 38 | 11 |
| 99 | 2020-11-06 | 34 | 41 |
| 103 | 2020-11-10 | 31 | 12 |
| 104 | 2020-11-11 | 28 | 18 |
| 112 | 2020-11-19 | 20 | 21 |
| 105 | 2020-11-12 | 18 | 7 |
| 109 | 2020-11-16 | 18 | 10 |
| 111 | 2020-11-18 | 17 | 41 |
| 106 | 2020-11-13 | 16 | 6 |
| 116 | 2020-11-23 | 14 | 7 |
| 108 | 2020-11-15 | 12 | 4 |
| 23 | 2020-02-21 | 11 | 11 |
helpers.bar_peaks(crime_dates[['date', 'ncomments']].head(10),
'"Crime & Jail" Comments Peak Dates')
df_crime.comment.value_counts().head(60)
she deserves it 8 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 amber heard is a liar, and johnny depp doesn’t deserve to be punished for her stupidity 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 stop punishing the victim of the abuse! 3 abusers should be punished 2 he is the victim and should not be punished for her mistakes. 2 she makes it look like being abused is a joke. it isn't cute or funny or something to make light of. women and men are abused every day and all it takes is one person to lie and all work that has been done for harsher rulings on the guilty can be washed away. and it can ruin an innocent person's life, or the lier could turn into the boy who cried wolf who will believe them if they lied about it the first time. she should not be rewarded for doing the same thing men are doing and losing their jobs and sponsorships for. how does keeping her make any part of this ok? keeping her makes it look like female abusers can get away with anything and not suffer the same punishment. 2 she is a criminal 2 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself 2 amber heard should be in jail 2 equal rights. johnny lost his rolls, equally she should lose her. she is an lying abuser, not him. equal punishment!!! 2 she needs to be in jail 2 the abused should not be punished whilst the abuser suffers no consequences 2 i am signing this because i am outraged that the victim of this abuse is being punished. i have personally had male friends that have been abused by woman and if they defend themselves they are the ones that are charged, amber has also made a mockery of woman who are living in dangerous situations that may not be believed when they are brave enough to go to court because of this kind of case 1 no woman should have to worry about being fired from her job for speaking out about the violence in her life. it is absolutely ridiculous to call for her removal just because some did not like finding out one of their favorite actors(depp) had anger/violence issues that resulted in his losing contracts. stop punishing the victim. 1 she deserves to be in jail just like he would have been if it was the other way around 1 no woman should have to worry about being fired from her job for speaking out about the violence in her life. it is absolutely ridiculous to call for her removal just because some did not like finding out one of their favorite actors(depp) had anger/violence issues that resulted in his losing contracts. stop punishing the victim. 1 first of all johnny depp deserves justice especially since he was the one being abused and now he can’t even appeal it since the judge was a close family friend of the heard’s first of all. secondly, if you’re going to fire johnny depp, amber heard should be fired too especially since she even admitted to abusing him on multiple multiple occasions and even some of her exes came out to say she abused them too. if you’re going to do this to him then she should get the same exact consequences and punishment it’s wrong to only punish johnny if that’s the case. but since you don’t see reason then looks like we’re boycotting warner bros, sorry not sorry. 1 he is a phenomenal actor suffering at the hands of his mentally insane ex-wife, not his fault. therefore he should not be punished at his expense. 1 letting an abuser get away with her actions just because she's a woman is disgusting! don't punish the victim, punish the abuser! give him back his life and career! 1 johnny is an amazing actor, the one and only jack sparrow. and he is a victim of amber heard. she needs to be put in jail. 1 because his case deserves justice. he is innocent and should not be punished for losing an unfair trial. 1 she should go to jail for this it’s not right just bq she’s a woman 1 amber deserves to be in a jail cell 1 amber heard is a monster. like any domestic abuser. put her in prison. 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 johnny is a kind heart soul and there is proof that he was the victim. why are we going to punish an innocent man for being abused!! 1 he is a victim so why are we punishing him! 1 i love johnny depp. he did nothing wrong and he should not be punished for a civil suit. 1 i find it 100% unfair how johnny is being punished for amber beards lies and that he is continuously being screwed over. i want him to be able to keep going even though amber heard is trying to fuck him over. i stand with johnny depp. 1 punish amber heard! 1 there is audio of amber admitting to hit him. male victims should not be punished for being male victims. and female abusers should not be rewarded 1 amber heard is a cruel and vicious woman who has used domestic violence as a form of blackmail. she has caused unreparable harm to our community by casting doubt on women who come forward with claims of abuse. allegedly, she is an abuser and a narcissistic drug addict. for fact, she is a criminal who has broken the law several times. amber heard and her friends io tillet wright, raquel rose pennington, joshua drew, and liz marz have falsely accused an innocent man of domestic violence in an attempt to extort money from him. they are using this serious matter for their own selfishness and greed. please do not let them do this without suffering consequences. do not watch any film with amber heard. do not watch mtv. boycott these demons. 1 i’m signing because i think that amber heard should be in jail right now a woman can abuse a man too 1 stop punishing the victims and punish the abusers\nstop domestic violence\npunish guilty not the innocent 1 dv, regardless of the gender of the perpetrator or victim, should not be tolerated. victims, regardless of the gender, should not be punished or shamed. 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 warner brothers is a disgusting, soulless corporation who not only rewards abusers and punishes their victims, but mocks them. i will never buy another ticket to a wb movie, never purchase a wb blu-ray/dvd, and never stream another wb production. johnny depp realized a long time ago what warner brothers never did: that we, the people, are their bosses. fire them with your wallets! these companies need us more than we need them. completely boycott of these abusers. \n\n#justiceforjohnnydepp #amberheardisaliar #amberheardisanabuser #fireamberheard #cancelamberheard #boycottaquaman2 #boycottthestand #boycottwarnerbros #boycottwarnerbrothers #boycottfantasticbeasts #boycottanimaniacs #boycottloreal #metoo #mentoo 1 he didn’t deserve this, there is enough evidence that amber heard is johnny depp’s abuser, men can be abused. that bitch deserves to be thrown in jail, taken out of the film industry, and etc... this is unacceptable eventually she will get what she deserves but johnny depp deserves justice!!! i love you johnny. 1 johnny deserves nothing but the best, and he has suffered long enough. let's get justice for johnny and jail time for amber!! 1 what's wrong here is it's a he said she said, but he's the only one being punished - and the movies will be poorer for it! enough punishing the victims! 1 i'm signing because he did nothing wrong, and amber deserves to go to jail. 1 spousal abuse is horrible and not to make light of it or diminish it in any way but to me when the abuser lies to the extent that amber is and plays to public sentiment about her being a 'helpless female victim' it needs to be punished harder, its almost rising to criminal conspiracy level shit with her. \n\nif shes in this movie, i won't watch it nor will and wb, dc or disney movie ever be on my television again. 1 punish the guilty! not the innocent!! \njustice for victims not the abusers!! 1 punish the guilty not the innocent!!!\njustice for the victims not the abusers \nstop letting abusers get away with abuse and have the victims suffer! 1 punish the guilty not the innocent\nstop punishing the victims and letting the abusers get away with it stop domestic abuse 1 stop punishing the innocent and start punishing the guilty\njustice for the innocent not the guilty 1 it’s total bs, there is prof and she still ruined he’s career. hopefully she goes to jail 1 punish the guilty not the innocent\nstop blaming the victims and start taking actions towards the abusers 1 he's a better actor than she is\nand he's not guilty like she is\npunish the guilty not the innocent 1 punish the guilty and stop punishing the innocent\nstop letting abusers get away with it 1 start punishing the guilty and not the innocent 1 it is not ok to falsely accuse someone of domestic violence. this should be punishable by law. 1 perjury & false evidence is a crime and needs to be punished 1 never disappointed in any movie he’s in. and because he was abused and is a man he gets kicked off the movies that everyone loves him in? no that’s not fair. he shouldn’t be in jail. she should. 1 i'm sad and angry at amber for all of this evil torture she has put johnny through, plus it's high time she should get locked up in prison. 1 amber heard needs to be put in prison 1 i’m signing because johnny depp needs justice and amber should be put into jail. 1 Name: comment, dtype: int64
df_crime.comment.value_counts()[60:].head(60)
johnny depp is a great actor, and if he is being punished then so should his ex and loose her part\n\nkeep johnny depp in no one can do this part 1 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 jail time for amber heard! 1 amber is a discrace to society. she should be in jail 1 i believe johnny is innocent and he deserves better amber needs to be in jail 1 i feel johnny could have been a victim as well. he shouldn't be punished if he was defending himself. even if not this is not the right thing to do to him. he worked hard his whole life and has amazing movies. 1 heard should be in prison, i am glad that more and more people are getting to know the truth about her. 1 amber heard is an abuser and belongs in jail 1 he needs better she needs to go to jail 1 he needs justice. just because it was a women abusing him doesn’t mean anything. a women abusing a man is the same as a women being abused by a man. he needs a fair trial and amber heard needs to be punished. 1 warner brothers.... u suck... never will i watch a movie of yours again if u punish a victim and reward a lying abuser like amber... 1 women need to get the same punishments for beating men as men do for beating women. it was proven that johnny depp did nothing wrong but yet his life still gets ruined!? 1 i believe johnny depp should have his role back and be free from all these charges. it’s clear that amber heard is a rotten rat corpse and deserves punishment. 1 women also could be tormentors johnny should not be punished for the actions of his ex-wife 1 as a survivor of a narcissistic abuser myself, i want awareness of this abuse to be raised and amber needs to be made an example of, the way she tried to further abuse her victim johnny depp by using the smear campaign tactic to cover her tracks and make an “example” of him before he might call her out on her abuse. so she demanded he be “canceled” it’s only fair that she receive the punishment for the crime that she saw for when it was “johnny” who she convinced society was guilty for abuse... now that she has been exposed it’s only fair, she receive the punishment that she saw fit for him. 1 she should be in jail! the evidence was brought up and yet she won the case! 1 johnny is one of the best actors and he's being punished because his wife beat him 1 i am signing because amber hear is an abuser and deserves to be in jail 1 she is a domestic abuser. if she was male she would be in jail. lock her up 1 amber heard needs to be in jail 1 there can't be one rule for men and one rule for women. if depp is getting punished so should she 1 amber deserves to get jail time 1 white women are basically immune to jail 1 amber heard is a terrible actress and has ruined everything shes ever appeared in and to top it all of shes an abusive piece of shit who should be not only blacklisted but arrested for her crimes 1 because if a man did what she did to his partner he’d be in jail. make it fair 1 amber should be serving life in prison 1 she deserves to be punished for what she did. justice will be served 1 johnny depp is an amazing actor and he deserves to get his job back. it's unfair what happened to him. johnny depp didn't do anything to deserve this. there are many people who are punished for something they didn't do, but this is too far. johnny depp lost not only his job, but his life. not only that, but some people are trying to cover up what happened by saying johnny just retired. johnny depp needs his job back. he's one of the best actors out there, and he needs to share his talent with the world, but he can't do it alone. we need to help johnny depp. 1 the innocent should not be punished. 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 johnny is fucking innocent, amber has admitted to the abuse and harm she has caused him but he is yet the one being punished. justice for johnny!!!!! 1 he is innocent and shouldn’t be punished for being a victim! 1 people like her who are abusers shouldn’t be getting contracts and shouldn’t be role models for teens or children. she needs to be in prison and jonny needs to get justice! 1 victims should not be punished for verifiable lies that have been told about them 1 everyone on earth are equal. she was the abuser, yet he is punished. 1 amber was the abuser not johnny and its not fair to punish someone who has done nothing wrong. 1 johnny depp was found innocent. do not punish him fir something he was found innocent. this is livelyhood. 1 i am signing this petition because she is a liar and an abuser. she doesnt deserve to be in this film for what she is doing and has done to johnny. in fact i think she should be removed from any and all spotlight and give johnny his life back. she should be in jail!!!!!!! i pray that johnny gets justice ajd i will never watch another movie with her in it ever again. 1 amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 he deserves justice and amber heard should be in jail 1 i'm signing because i won't support a company that has no morals, no integrity of no decent character, that supports a self confessed abuser and punishes her victim. they are cowardly, corrupt in nature and don't deserve our support. 1 she is a monster for 1. she deserves to be in jail n punished for abusing someone. simple 1 when did it become ok to punish the victim and not the abuser?\njohnny depp loses everything while his abuser stays in work\nwhat justice is this? 1 because men can be victims too and amber heard deserves to be in prison now. 1 yeahhhhhhh amber is fucking dumbass and she deserves it all we need justice for jhonny 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 amber heard abused johnny depp and does not deserve to be in movies at all and should be in jail 1 as a domestic abuse survivor, amber heard is easy to see straight through. everything about her behaviour throughout this ordeal screams narccistic abuser, and i don't understand how anyone fails to see it. all of the evidence has been on johnny depp's side through all of this, and disney's choice to not only join this culture of seemingly deliberate ignorance in itself is disgusting. but their insistence on adding to it by actively aiding in continuing the abuse by punishing this sadistic woman's victim is sickening. they don't deserve anyone's money until they admit to their mistake and fix it. 1 johnny should not be punished for being the victim. "always believe the truth!" 1 i love johnny depp and he is innocent and i will boycott everything until he’s not punished. 1 he isn't the abuser, and he shouldn't be the one to get punished for her actions. 1 she abused him not the other way around and if he is going to be punished for her behavior so should she. 1 johnny depp is innocent and he should not be the one losing his role amber heard is an abuser and she deserves to be punished domestic violence and abuse is a serious issue and all victims should be treated equally regardless of their gender domestic violence and abuse happen to people if she's gonna act irresponsibly no one will take these things seriously and will simply be called a liar even if they aren't one 1 fuck you amber heard rot in fucking prison you disgusting bitch.❤️ 1 amber heard needs to go to jail! 1 i’m signing because this woman is a criminal, a serial domestic abuser, and deserves to lose her luxury life and fame and i would not pay to see her in any movie/tv show, or otherwise. 1 she doesn’t deserve fame. she deserves a prison cell for domestic violence!! 1 abusers should be punished not victims regardless of gender 1 she’s an awful person and deserve 2 be in jail (also amber i wasn’t paid 2 do this btw) 1 Name: comment, dtype: int64
crime_users = df_crime.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(crime_users.head(15), '"Crime & Jail" Top Commented Users', threshold=0, c=0)
df_crime.username.value_counts().head()
Jenny Gurin 11 jovita jerger 9 Stephanie Brown 8 MELISSA F 7 Ann Arroyo 5 Name: username, dtype: int64
threat_users = threat_users | set(df_crime.username)
df_comments.query(" username == 'Jenny Gurin' ").comment.value_counts().head(60)
johnny is innocent and deserves nothing but the best!! 4 she has taken advantage of and abused my favorite actor for years 1 these nasty lies and accusations about johnny (my favorite actor since childhood) have got to stop, and the person responsible for starting all of this needs to be thrown in jail. justice for johnny!! 1 johnny has suffered long enough and needs to get back in the spotlight, while amber must be blacklisted from hollywood and imprisoned for her heinous and unforgivable crimes. justice for johnny and karma for amber!! 1 amber is a nobody, and will never be good in the film industry. she should be blacklisted from hollywood and imprisoned for making johnny's life a living hell!! 1 she should pay (literally and figuratively) for ruining johnny and his career!! 1 abusers do not deserve to work in hollywood. i am disgusted that she has kept her job while johnny has been fired from his because she made him look bad in front of the court system. i will not watch any films that feature abusers like this one!! 1 anyone but amber is good for mera 1 she does not deserve to be a spokeswoman and must either get help or go to jail!! 1 no johnny = no grindelwald = no fantastic beasts!!! 1 i never trusted her from the start, and abusers like her do not deserve to work in hollywood 1 fire judge nicol and put amber heard in jail!! they are both complete disgraces to society, and they are nothing but trouble 1 i am done with warner bros if this is how they will treat people who have done nothing wrong. i mean it; i will not pay money to watch any more of their movies if they insist on keeping abusive people with them! 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 johnny deserves nothing but the best, and he has suffered long enough. let's get justice for johnny and jail time for amber!! 1 johnny has suffered long enough! he needs our support now more than ever. let's get johnny the justice he deserves!! 1 bring johnny depp back as captain jack sparrow, or i am done with pirates and with disney!! 1 warner bros should not keep abusers like amber with them, nor should they mercilessly bully victims like johnny. they must remove ah for assaulting johnny, or i am done with them and their future projects! 1 haven't you ever heard the phrase "more deadly than the male?" most women are actually more dangerous than the opposite sex, and men can be domestic abuse victims too. johnny does not deserve to suffer any longer, and he needs to get back out in the spotlight. give johnny his grindelwald role back and fire and arrest amber!! 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 johnny depp has been my favorite actor since childhood, and he makes every movie (particularly pirates) more fun and exciting 1 johnny is innocent and deserves nothing but the best. amber is guilty and deserves to be in jail!! 1 i've admired johnny depp since i was a kid, and i always sensed he was kind and gentle in addition to being talented. he makes every one of his movies more fun and exciting to watch. i never trusted amber for a minute, and i especially hate her for making johnny's life a living hell these past few years and for making it difficult for real victims (men included) to be believed. justice for johnny and karma for amber!! 1 johnny depp has been my favorite actor since 2005, when i saw him in the new chocolate factory movie. i will never stop believing in him and i'm always on his side! 1 johnny depp has been my favorite actor since i was a kid, and he always makes every one of his movies more fun and exciting to watch. i always sensed johnny was kind and gentle in addition to being talented, and i will never stop believing in him. justice for johnny!! 1 johnny depp makes every one of his movies more fun and exciting to watch. i've admired and supported him since i was a kid, and i will never leave his side. i always sensed he was kind and gentle in addition to being talented. i refuse to watch pirates without johnny! 1 i've been a huge johnny depp fan since i was a kid, and i always sensed he was kind and gentle in addition to being talented. i never trusted amber and i knew there was something off about her when i learned of these vicious rumors 4 years ago. i will always be on johnny's side and i will keep supporting him no matter what. justice for johnny and karma for amber!! 1 people like her should not work in hollywood! this sorry excuse for a woman needs to be behind bars for abusing my favorite actor since childhood 1 abuse knows no gender!! men can be victims too. amber heard is a dangerous menace to society, and she must be put in jail or in a mental hospital for abusing johnny depp 1 johnny's been my favorite actor since i was a kid, and i've never stopped believing in him. i've always known he had a good heart in addition to being talented, and i hate amber for trying to make johnny's life a living hell. she deserves to rot in jail and he must be vindicated. let's protect johnny at all costs!! 1 johnny depp has been my favorite actor since i was a kid, and i never believed any of those nasty rumors for one minute. what amber did is totally unforgivable, and she needs to be blacklisted from hollywood and sent to jail. let's help johnny get the justice he deserves!! 1 this is such heartbreaking news! obviously that judge is nothing but a joke and a phony, otherwise he would have taken johnny's arguments seriously. i will not stand to see johnny suffer any longer. he may have lost the battle, but i am quite certain he will win the war and finally take down that scheming witch. keep fighting for justice johnny!! 1 i will not watch the next fantastic beasts movie if johnny isn't in it! what happened to him is completely unforgivable, and i will not stand to see him suffer any longer. johnny was born to play this role, so keep him as grindelwald!! 1 johnny deserves nothing but the best, and he shouldn't have to suffer any longer. abuse knows no gender!! 1 i will not watch fantastic beasts any longer if johnny is not playing grindelwald!! 1 johnny depp has been my favorite actor since childhood, and he has suffered at turd and the sun's hands long enough. bring johnny back as grindelwald or i will no longer have anything to do with fantastic beasts!! 1 johnny is innocent and deserves nothing but the best. keep him as grindelwald or i will no longer have anything to do with fantastic beasts!! 1 johnny is innocent and does not deserve to suffer any longer. let him finally get the justice he's been waiting for!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Jenny Gurin", n=3, threshold=0)
df_comments.query(" username == 'jovita jerger' ").comment.value_counts().head(60)
# justice for the innocent \n# justice for johnny depp 1 # justice for johnny depp\n# justice for the innocent 1 justice for the innocent \njustice for johnny depp 1 punish the guilty! not the innocent!! \njustice for victims not the abusers!! 1 punish the guilty not the innocent!!!\njustice for the victims not the abusers \nstop letting abusers get away with abuse and have the victims suffer! 1 punish the guilty not the innocent\nstop punishing the victims and letting the abusers get away with it stop domestic abuse 1 stop punishing the victims and punish the abusers\nstop domestic violence\npunish guilty not the innocent 1 stop punishing the innocent and start punishing the guilty\njustice for the innocent not the guilty 1 punish the guilty not the innocent\nstop blaming the victims and start taking actions towards the abusers 1 he's a better actor than she is\nand he's not guilty like she is\npunish the guilty not the innocent 1 punish the guilty and stop punishing the innocent\nstop letting abusers get away with it 1 start punishing the guilty and not the innocent 1 justice for the victims!!! justice for johnny depp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "jovita jerger", n=5, threshold=0)
df_comments.query(" username == 'Stephanie Brown' ").comment.value_counts().head(60)
#justiceforjohnnydepp! 4 #johnnydeppismygrindelwald! 3 johnny depp is innocent! 3 #justiceforjohnnydepp 2 #fireamberheard 2 amber heard is the real abuser! 2 i stand with johnny depp! 2 i agree! 2 replace her with emilia clarke! 2 #amberheardisanabuser! 1 johnny depp was not supposed to be fired from his role as our beloved grindelwald in the fantastic beasts movie franchise! 1 get rid of her! 1 i have been johnny depp's fan since i was a teenager and i always loved and believed him no matter what happened to him! the girl, who is obviously amber heard is the one who was lying to the entire world about my favorite actor and she's too dangerous to be in hollywood! 1 we love johnny depp! 1 johnny depp is the one who survived the abuse made by amber heard and it's obvious that warner bros. needs to think twice before firing their number one money maker and their only number one money maker is johnny, not amber! 1 #johnnydeppiscaptainjacksparrow 1 i believe the true fact that #johnnydeppisasurvivor of domestic abuse and violence! 1 amber heard is not my mera and is the one who should be fired! 1 #amberheardistherealabuser! 1 #amberheardisafraud 1 amber deserves to be punished! 1 no johnny means no pirates! 1 jail time for amber heard! 1 johnny depp is always innocent and always will be! 1 rehire johnny depp as grindelwald! 1 #johnnydeppisasurvivor 1 johnny depp was born to play captain jack sparrow! 1 johnny depp is the most terrific actor of all time and i say, you can't keep a good man down! 1 johnny depp deserves justice! 1 we want emilia clarke, not abuser amber heard! 1 punish amber heard! 1 i refuse to go see another pirates of the caribbean movie, without the best leading man of all time! 1 give johnny depp his career and his movie roles back!!! 1 we want true justice! wb was wrong to dismiss johnny depp from fantastic beasts 3 and keep amber heard in aquaman 2! they need to open up their eyes, listen to the audio, realize what the real deal is, rehire johnny depp and not only fire amber heard, but also replace her with emilia clarke! 1 emilia clarke is my mera! not amber heard! 1 nobody plays captain jack sparrow better than my dear mr. johnny depp himself! 1 warner bros. should fire amber heard! 1 if amber heard is supposed to be fired, same goes with peter safran! 1 only johnny depp can play grindelwald!! 1 it's only right and it's only fair to release minamata movie with johnny depp in it! don't be afraid mgm studios, will you please just release the film, maybe on the 8th of october? 1 amber heard doesn't deserve to be mera in aquaman 2 after she truly abused johnny depp, who deserves to be grindelwald again in fantastic beasts 3! 1 i, stephanie brown, am signing, because i never believed what amber heard said about johnny depp, and i say, that johnny depp told the truth about his abuser and ex-wife, the whole time, while amber heard, on the other hand, is a proven liar and deserves to be locked up for a rather good long period of time! 1 i, stephanie brown, truly believe the facts, that one, johnny depp was abused by none other than amber heard, two, johnny depp is supposed to keep his roles as captain jack sparrow and grindelwald, and three, johnny depp deserves justice! #johnnydeppisinnocent 1 she's not perfect for that role and she can't sing! 1 #johnnydeppistherealvictim 1 we love johnny depp!!! 1 johnny depp is 100% totally and completely innocent! 1 i, stephanie brown, am signing because one, i have been johnny depp's fan for eighteen years and have loved him for a long time, even through my high school years, two, i have believed him from 2016 up to 2021 and will keep believing him, and three, he must have justice, get vindicated, and uncanceled from future projects, especially pirates of the caribbean 6 and fantastic beasts 3! 1 justice for johnny depp! 1 like michael jackson, johnny depp is 100% totally and completely innocent of false allegations! 1 #rehirejohnnydepp 1 amber heard should be silenced! 1 i would definitely love to see johnny depp play gold digger roger! 1 #amberheardisagolddigger 1 lock amber up! 1 #holdahaccountable 1 i, stephanie brown, am signing, because all of johnny depp's beloved fans, including me, do not want to see dirty amber in justice league or any other movie in hollywood for as long as we live! 1 johnny depp is the only actor who plays our pirate hero! 1 johnny depp is captain jack sparrow and i can't stand seeing the next pirates of the caribbean without him! 1 i have the fear that jason momoa will be amber heard's next victim! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Stephanie Brown", n=5, threshold=0)
df_comments.query(" username == 'MELISSA F' ").comment.value_counts().head(60)
i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift and severe punishment in order to make an example. #justiceforjohnnydepp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "MELISSA F", n=3, threshold=0)
df_comments.query(" username == 'Ann Arroyo' ").comment.value_counts().head(60)
amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Ann Arroyo", n=3, threshold=0)
df_pay = df_comments[df_comments.comment.str.contains('pay for her crime')]
print(f'{df_pay.shape[0]} contributions, on {df_pay.petition_slug.nunique()} Slugs, made by {df_pay.username.nunique()} Users')
df_pay
5 contributions, on 3 Slugs, made by 5 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21165 | 774640964 | she needs to pay for her crimes. all of her cr... | 20196023 | 0 | comment | 2020-02-11 17:59:02+00:00 | 876941341 | Yelva Kathleen MINYANGADOU MONNY | Villeneuve-le-Roi | FR | fr-FR | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-11 | Feb | 11 | 17 |
| 26303 | 784012688 | this man brings joy to people, not punishment.... | 20186707 | 0 | comment | 2020-04-22 18:10:50+00:00 | 1035519071 | Jason Hamel | St. John's | CA | en-CA | justice-for-johnny-depp | against | 2020 | 2020-04-22 | Apr | 22 | 18 |
| 18190 | 808850042 | amber heard is an abuser and if she won’t be p... | 20196023 | 1 | comment | 2020-11-07 18:53:16+00:00 | 944404573 | Christopher McManus | Vernonia | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-07 | Nov | 7 | 18 |
| 17911 | 808877009 | she deserves to pay for her crimes. | 20196023 | 0 | comment | 2020-11-08 05:18:21+00:00 | 1153365978 | Hannah Laubach | San Diego | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 5 |
| 179 | 821299560 | the right thing to do is to make the guilty st... | 20569720 | 0 | comment | 2021-07-07 03:37:20+00:00 | 1109415432 | Crista Van Nostrand | Arkansas City | US | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2021 | 2021-07-07 | Jul | 7 | 3 |
df_pay.comment.value_counts().head(60)
she needs to pay for her crimes. all of her crimes, as not only did she set all victims of domestic abuse (male or female) back in time, but she also had the gall to parade her lies all over the media and the world! no shame, no conscious, no remorse, nothing! she’s a sociopath who needs to be behind bars! 1 this man brings joy to people, not punishment. this woman must pay for her crimes in the exact same fashion in which a man would pay for such outrageous behavior. an example must be made here in a big way. 1 amber heard is an abuser and if she won’t be punished by the criminal system, we will punish her by not using products she endorses and not watching movies she is in. damage her career. she will pay for her crimes one way or another. 1 she deserves to pay for her crimes. 1 the right thing to do is to make the guilty stand in punishment for their crimes. amber heard is horrifically psychotic. she has a history of violence against others. make her pay for her crimes. 1 Name: comment, dtype: int64
df_pay.username.value_counts().head(15)
Yelva Kathleen MINYANGADOU MONNY 1 Jason Hamel 1 Christopher McManus 1 Hannah Laubach 1 Crista Van Nostrand 1 Name: username, dtype: int64
df_pay[['comment', 'username', 'date']]
| comment | username | date | |
|---|---|---|---|
| 21165 | she needs to pay for her crimes. all of her cr... | Yelva Kathleen MINYANGADOU MONNY | 2020-02-11 |
| 26303 | this man brings joy to people, not punishment.... | Jason Hamel | 2020-04-22 |
| 18190 | amber heard is an abuser and if she won’t be p... | Christopher McManus | 2020-11-07 |
| 17911 | she deserves to pay for her crimes. | Hannah Laubach | 2020-11-08 |
| 179 | the right thing to do is to make the guilty st... | Crista Van Nostrand | 2021-07-07 |
threat_users = threat_users | set(df_pay.username)
helpers.text_peaks(df_pay, 'pay for her crime', n=2, threshold=0, mode='contain')
pay_users = df_pay.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(pay_users.head(15), '"pay for her crime" Top Commented Users', threshold=0, c=0)
Threat Users Contributions (All Contributions)¶
len(set(df_threat.username))
874
threat_users_list = list(df_threat.username)
df_threat_users = df_comments.query(' username == @threat_users_list ')
print(f'{df_threat_users.shape[0]} contributions, on {df_threat_users.petition_slug.nunique()} Slugs, made by {df_threat_users.username.nunique()} Users')
df_threat_users.head(2)
1532 contributions, on 152 Slugs, made by 874 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9373 | 465226313 | the fact that amber filed for divorce the next... | 7177154 | 18 | comment | 2016-06-12 00:10:53+00:00 | 258065 | Lorraine Bauleth | L.A. | US | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-06-12 | Jun | 12 | 0 |
| 9368 | 476368544 | amber heard is a cruel and vicious woman who h... | 7177154 | 9 | comment | 2016-07-03 19:43:34+00:00 | 565817003 | Bunny Depp | San Diego | US | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-07-03 | Jul | 3 | 19 |
df = df_threat_users.groupby('username').agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'})
print(df.shape)
df.sort_values('ncomments', ascending=False).head(15)
(874, 3)
| username | ncomments | likes | |
|---|---|---|---|
| 734 | Stephanie Brown | 137 | 110 |
| 353 | Jenny Gurin | 41 | 27 |
| 692 | Sara Roberts | 32 | 21 |
| 123 | Carrie Ratchford | 25 | 5 |
| 200 | Deborah Skikos | 20 | 15 |
| 485 | Linda Lundgvist | 19 | 7 |
| 41 | Amy Hope | 18 | 15 |
| 51 | Angela Marie | 16 | 12 |
| 129 | Cesar Ramirez | 15 | 8 |
| 827 | jovita jerger | 13 | 4 |
| 746 | Tanya Waterfield | 12 | 15 |
| 865 | vickie luck | 10 | 3 |
| 201 | Deborah Slockett | 9 | 7 |
| 18 | Alexis Lotz | 9 | 16 |
| 636 | Penguin 322 | 8 | 5 |
threat_users_daily = df_threat_users.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
title = 'A Heat Map for the Threat Users Comments'
helpers.facet_heat(threat_users_daily, title, n_col=4, vmax=50)
threat_users_dates = df_threat_users.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
threat_users_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 142 | 2020-11-08 | 68 | 29 |
| 151 | 2020-11-17 | 59 | 63 |
| 141 | 2020-11-07 | 57 | 22 |
| 143 | 2020-11-09 | 57 | 16 |
| 140 | 2020-11-06 | 48 | 49 |
| 144 | 2020-11-10 | 46 | 20 |
| 145 | 2020-11-11 | 45 | 27 |
| 146 | 2020-11-12 | 30 | 12 |
| 152 | 2020-11-18 | 29 | 57 |
| 303 | 2021-06-28 | 28 | 7 |
| 155 | 2020-11-21 | 27 | 19 |
| 150 | 2020-11-16 | 26 | 15 |
| 147 | 2020-11-13 | 25 | 10 |
| 153 | 2020-11-19 | 25 | 25 |
| 157 | 2020-11-23 | 24 | 12 |
helpers.bar_peaks(threat_users_dates[['date', 'ncomments']].head(9),
'Threat Users Comments Peak Dates')
df_threat_users.comment.value_counts().head(60)
#justiceforjohnny 13 she deserves it 8 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 johnny is innocent and deserves nothing but the best!! 4 #justiceforjohnnydepp 4 #justiceforjohnnydepp! 4 beth shuravesky 4 amber heard is a liar, and johnny depp doesn’t deserve to be punished for her stupidity 3 heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 stop punishing the victim of the abuse! 3 #johnnydeppismygrindelwald! 3 johnny depp is innocent! 3 amber heard should be in jail 2 he is the victim and should not be punished for her mistakes. 2 abusers should be punished 2 amber heard is the real abuser! 2 the abused should not be punished whilst the abuser suffers no consequences 2 i agree! 2 #fireamberheard 2 #justiceforall 2 equal rights. johnny lost his rolls, equally she should lose her. she is an lying abuser, not him. equal punishment!!! 2 justice for johnny 2 i stand with johnny depp! 2 she makes it look like being abused is a joke. it isn't cute or funny or something to make light of. women and men are abused every day and all it takes is one person to lie and all work that has been done for harsher rulings on the guilty can be washed away. and it can ruin an innocent person's life, or the lier could turn into the boy who cried wolf who will believe them if they lied about it the first time. she should not be rewarded for doing the same thing men are doing and losing their jobs and sponsorships for. how does keeping her make any part of this ok? keeping her makes it look like female abusers can get away with anything and not suffer the same punishment. 2 burn the witch 2 she needs to be in jail 2 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself 2 amber heard is the embodiment of hell 2 she is a criminal 2 replace her with emilia clarke! 2 horrid person. 2 amber heard is not my mera and is the one who should be fired! 1 amber was the abuser not johnny and its not fair to punish someone who has done nothing wrong. 1 i believe johnny depp is a good man stop being stupid give his role back 1 everyone on earth are equal. she was the abuser, yet he is punished. 1 victims should not be punished for verifiable lies that have been told about them 1 the fact that amber filed for divorce the next business day after johnny's mom died shows how callous she is. then asking for $50k/mo & when she didn't get it, then she files a restraining order a week after the alleged incident, asking for $ again?! that's not what ro is for! not to mention moving bruises! then she claims police are lying in 2 different police departments in 2 different states for 2 different incidents? amber is the one arrested for domestic violence! please sign & share! 1 johnny depp was found innocent. do not punish him fir something he was found innocent. this is livelyhood. 1 johnny is a survivor of physical, emotional, psychological, and verbal by ah. he deserves justice and ah deserves jail... 1 johnny depp is the one who survived the abuse made by amber heard and it's obvious that warner bros. needs to think twice before firing their number one money maker and their only number one money maker is johnny, not amber! 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. 1 amber should rot in hell. he deserves justice 1 yeahhhhhhh amber is fucking dumbass and she deserves it all we need justice for jhonny 1 because men can be victims too and amber heard deserves to be in prison now. 1 she is a monster for 1. she deserves to be in jail n punished for abusing someone. simple 1 johnny is fucking innocent, amber has admitted to the abuse and harm she has caused him but he is yet the one being punished. justice for johnny!!!!! 1 i'm signing because i won't support a company that has no morals, no integrity of no decent character, that supports a self confessed abuser and punishes her victim. they are cowardly, corrupt in nature and don't deserve our support. 1 he deserves justice and amber heard should be in jail 1 amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 i am signing this petition because she is a liar and an abuser. she doesnt deserve to be in this film for what she is doing and has done to johnny. in fact i think she should be removed from any and all spotlight and give johnny his life back. she should be in jail!!!!!!! i pray that johnny gets justice ajd i will never watch another movie with her in it ever again. 1 hollywood needs to kick amber heard out to the street. 1 amber heard lied about what johnny depp supposedly did. she was the abuser. 1 johnny depp made this movie trilogy. no johnny depp, no pirates of the caribbean. 1 #amberheardisafraud 1 johnny depp was not supposed to be fired from his role as our beloved grindelwald in the fantastic beasts movie franchise! 1 i have been johnny depp's fan since i was a teenager and i always loved and believed him no matter what happened to him! the girl, who is obviously amber heard is the one who was lying to the entire world about my favorite actor and she's too dangerous to be in hollywood! 1 all evidence proving he is not the abuser was not even looked at. men are abused. not just women. 1 he is innocent and shouldn’t be punished for being a victim! 1 Name: comment, dtype: int64
df_threat_users.comment.value_counts()[60:].head(60)
i stand with johny depp 1 i refuse to go see another pirates of the caribbean movie, without the best leading man of all time! 1 davito is a better person than this b**** 1 he is a victim so why are we punishing him! 1 johnny is a kind heart soul and there is proof that he was the victim. why are we going to punish an innocent man for being abused!! 1 give johnny depp his career and his movie roles back!!! 1 amber heard is an asshole go kill yourself amber!!! 1 johnny depp is a very brilliant man and one of the best movie and money making actors in the world! 1 warner bros. should fire amber heard! 1 we want johnny depp in fantastic beasts! 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 amber heard is a monster. like any domestic abuser. put her in prison. 1 johnny is an amazing actor, the one and only jack sparrow. and he is a victim of amber heard. she needs to be put in jail. 1 amber is going to get what's coming to her sooner or later u dog idk why amber fans even like that witch! fire her! 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 if johnny depp's fans can do whatever it takes to get the real and true justice he deserves by actually winning the battle he had with amber heard, then so can i! 1 she should go to jail for this it’s not right just bq she’s a woman 1 because his case deserves justice. he is innocent and should not be punished for losing an unfair trial. 1 he is a phenomenal actor suffering at the hands of his mentally insane ex-wife, not his fault. therefore he should not be punished at his expense. 1 i sign all petitions from t justice and this one is important. 1 it's not right and it's not fair of you, disney to get rid of johnny depp as our beloved captain jack sparrow! 1 i love johnny depp. he did nothing wrong and he should not be punished for a civil suit. 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 no johnny means no pirates! 1 warner bros should not keep abusers like amber with them, nor should they mercilessly bully victims like johnny. they must remove ah for assaulting johnny, or i am done with them and their future projects! 1 jail time for amber heard! 1 people like her who are abusers shouldn’t be getting contracts and shouldn’t be role models for teens or children. she needs to be in prison and jonny needs to get justice! 1 amber heard abused johnny depp and does not deserve to be in movies at all and should be in jail 1 johnny depp is always innocent and always will be! 1 rehire johnny depp as grindelwald! 1 #johnnydeppisasurvivor 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 warner bros. you owe johnny depp an apology, johnny depp is the victim of abuse, johnny depp is innocent, johnny depp has been abused by amber heard, amber heard is an abuser, amber heard is a lier, johnny depp deserves his job back from warner bros, amber heard deserves to be fired from warner bros. for all of her lies of the allegations, and we like to say that women's are not the only ones to be the victim of abuse, men’s can be the victim of abuse too. 1 johnny depp is innocent, amber heard is a lier, amber heard is an abuser, johnny depp needs to comeback gellert grindelwald for fantastic beast 3. 1 johnny depp was born to play captain jack sparrow! 1 amber is a discrace to society. she should be in jail 1 johnny depp is the most terrific actor of all time and i say, you can't keep a good man down! 1 it’s total bs, there is prof and she still ruined he’s career. hopefully she goes to jail 1 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 johnny depp deserves justice! 1 amber heard has committed the crime of abuse causing great bodily harm. she has also lied in court to frame an innocent man. she abused her wife her assistant, her sister and her parents. it’s suspected she has abused cara and elon. she needs to be stopped as much as a serial killer can’t stop and needs to be stopped. 1 we want emilia clarke, not abuser amber heard! 1 punish amber heard! 1 i find it 100% unfair how johnny is being punished for amber beards lies and that he is continuously being screwed over. i want him to be able to keep going even though amber heard is trying to fuck him over. i stand with johnny depp. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 the innocent should not be punished. 1 as a domestic abuse survivor, amber heard is easy to see straight through. everything about her behaviour throughout this ordeal screams narccistic abuser, and i don't understand how anyone fails to see it. all of the evidence has been on johnny depp's side through all of this, and disney's choice to not only join this culture of seemingly deliberate ignorance in itself is disgusting. but their insistence on adding to it by actively aiding in continuing the abuse by punishing this sadistic woman's victim is sickening. they don't deserve anyone's money until they admit to their mistake and fix it. 1 amber deserves to be punished! 1 im signing because ambee heard need to go to prison and johnny depp should keep all his roles 1 we want true justice! wb was wrong to dismiss johnny depp from fantastic beasts 3 and keep amber heard in aquaman 2! they need to open up their eyes, listen to the audio, realize what the real deal is, rehire johnny depp and not only fire amber heard, but also replace her with emilia clarke! 1 he’s done nothing wrong but depp is being punished. 1 johnny was the abused, and he’s being punished even though he’s the victim. just plain wrong! 1 what amber did is down right awful! i dont understand why if men beat woman theres no question they lose their roles instantly and no thought of return even if they are proven innocent, but a woman gets to keep her role....after falsely accusing someone else of abuse and then have proof leaked.....cause shes a woman? no, i do not agree with that! 1 what happened to johnny is just not right, and to continue to punish him even after hes been proven not guilty is just wrong!!! 1 because abuse is wrong. she abused him and she needs to be punished and not glorified because women like her that claim false abuse do not stand up for those that are abused 1 i was a victim of sexual harassment and assault at the age of 14, and hearing “they won’t believe you, because you are a man” reminded me of how the only punishment for the person who assaulted me was a two day vacation from school, compared to men who left in police cars, and how before the pandemic i had to see her in school, every day for two years on. i still however believe in equal rights for women and feminism, because in a society that treats women equally would treat men equally as well, meaning i would’ve been taken more seriously had this been the scenario. 1 i'm on the side of decency and truth....she has to be punished for what she has done .... 1 this is wrong to punish this man for a bad relationship and its no one's business hes also not the abuser in this situation so come on now why is he being punished... he is someone for people to look up to and this is how he's treated. .. its disgusting 1 i am a real abuse survivor ... listening to amber herself on those tapes was exactly like replaying my abusers verbage and manipulation tactics that i experienced for years toward me word for word ... women abuse too ... my 1st abuser was my mother ... amber is no victim ... she is the perpetrator ... her antics are exhaustive and her deviant psychopathy literally makes my skin crawl ... i do not & will not ever choose to "believe all women" ... i will choose instead to always "believe all real victims" ~ and i do recognize and know the difference !!!! thank you for giving us all a platform specifically to address this travesty of justice !!!! ~ amber does not and will not ever speak for me !!!!\n ~ very sincerely , jazzy♡\n#mentoo\n#justiceforjohnnydepp 1 i am a survivor. i stand with real survivors of dv. to claim to represent us and yet be a perpetrator of dv is one of the most heinous acts a human can inflict on our collective consciousness and undermines our voice on many levels. tell the truth ah, or we will be forced to tell it for you. 1 Name: comment, dtype: int64
df_victim = df_comments[df_comments.comment.str.contains('not a victim')]
print(f'{df_victim.shape[0]} contributions, on {df_victim.petition_slug.nunique()} Slugs, made by {df_victim.username.nunique()} Users')
df_victim
38 contributions, on 16 Slugs, made by 37 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 10558 | 768782289 | i support john depp! he is my favorite actor, ... | 13641580 | 2 | comment | 2019-11-20 09:27:50+00:00 | 1019664696 | Марьям Тимохина | Zaporozhye | UA | ru-RU | johnnydeppisinnocent | against | 2019 | 2019-11-20 | Nov | 20 | 9 |
| 21066 | 774723269 | she lied & tried to destroy a good man!!! i'm ... | 20196023 | 3 | comment | 2020-02-13 00:48:25+00:00 | 280018761 | Pam Catron | Vinton | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-13 | Feb | 13 | 0 |
| 20400 | 775447310 | she's not a healthy, rational individual. nor ... | 20196023 | 0 | comment | 2020-02-24 07:34:03+00:00 | 73684130 | Adina Brock | Boise | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-24 | Feb | 24 | 7 |
| 2359 | 775902557 | amber heard is not a victim | 14799888 | 0 | comment | 2020-03-02 01:27:58+00:00 | 844815598 | Johannes Schroth | Goiania | BR | pt-BR | warner-brothers-warner-bros-warner-media-and-d... | against | 2020 | 2020-03-02 | Mar | 2 | 1 |
| 20011 | 784536330 | she deserves to have her life and career ruine... | 20196023 | 0 | comment | 2020-04-27 06:08:11+00:00 | 55662173 | Nicole Antoku | Osaka | JP | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-04-27 | Apr | 27 | 6 |
| 19065 | 803495549 | amber heard is clearly not a victim. represent... | 20196023 | 3 | comment | 2020-08-23 00:10:52+00:00 | 68780900 | Melissa Gwynne | Fernvale | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-08-23 | Aug | 23 | 0 |
| 18807 | 805698254 | she’s not a victim and she lied about the situ... | 20196023 | 4 | comment | 2020-09-20 02:02:11+00:00 | 83779517 | ilse camacho | Murfreesboro | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-09-20 | Sep | 20 | 2 |
| 18649 | 807008190 | as a woman who has actually suffered abuse... ... | 20196023 | 3 | comment | 2020-10-11 22:19:39+00:00 | 1156082216 | Kanani Fung | Kaneohe | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-10-11 | Oct | 11 | 22 |
| 1353 | 808795865 | no innocent man should be fired... sorry, "ask... | 25296529 | 2 | comment | 2020-11-06 21:20:55+00:00 | 155253940 | Dan Fennessy | Mossblown | GB | en-GB | walt-disney-revoke-the-decision-not-to-cast-jo... | against | 2020 | 2020-11-06 | Nov | 6 | 21 |
| 25541 | 808877825 | no person should be abused and then abused aga... | 20186707 | 0 | comment | 2020-11-08 05:47:04+00:00 | 1162406686 | Gemariah Young | Crestview | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-11-08 | Nov | 8 | 5 |
| 17762 | 808895442 | shame on them for keeping a known abuser. ther... | 20196023 | 0 | comment | 2020-11-08 14:09:33+00:00 | 944148006 | Cynthia Jimenez | Forney | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-08 | Nov | 8 | 14 |
| 13125 | 808936133 | you will not convince me that johnny depp is n... | 25699776 | 0 | comment | 2020-11-09 03:58:57+00:00 | 963652468 | David Cantu jr | San Angelo | US | en-US | warner-brothers-keep-johnny-depp-as-grindelwald | against | 2020 | 2020-11-09 | Nov | 9 | 3 |
| 17299 | 808990004 | the evidence is there. she is part of the prob... | 20196023 | 0 | comment | 2020-11-09 23:59:40+00:00 | 932397989 | Summer Moore | Richmond | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-09 | Nov | 9 | 23 |
| 14613 | 809169302 | she’s an abuser not a victim | 25806104 | 0 | comment | 2020-11-12 15:28:37+00:00 | 1138415884 | Melissa Gudiel | NaN | US | en-US | movie-and-tv-watchers-have-amber-heard-removed... | against | 2020 | 2020-11-12 | Nov | 12 | 15 |
| 57 | 809277450 | because it is a complete injustice to take thi... | 25699792 | 1 | comment | 2020-11-14 20:52:39+00:00 | 1151753784 | Zara Maria Dixon | Blessington | IE | en-GB | warner-brothers-give-johnny-depp-back-his-role... | against | 2020 | 2020-11-14 | Nov | 14 | 20 |
| 16467 | 809295745 | as it is clear she is an abuser both physicall... | 20196023 | 0 | comment | 2020-11-15 12:21:24+00:00 | 442580614 | rachael baines | Derbys | GB | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-11-15 | Nov | 15 | 12 |
| 5951 | 809433843 | i am a domestic violence victim who suffers fr... | 14451136 | 2 | comment | 2020-11-19 05:05:12+00:00 | 38161303 | Shauna Pintarelli | Allegan | US | en-US | dc-entertainment-remove-amber-heard-from-aquam... | against | 2020 | 2020-11-19 | Nov | 19 | 5 |
| 1628 | 809657177 | amber heard will never speak for me; she is an... | 14094292 | 0 | comment | 2020-11-24 17:37:23+00:00 | 492301958 | Nadia Perez | NaN | AR | es-AR | aclu-to-remove-an-unsuitable-proven-abuser-fro... | against | 2020 | 2020-11-24 | Nov | 24 | 17 |
| 23016 | 811122066 | "they won’t believe you, because you are a man... | 20186707 | 0 | comment | 2020-12-24 21:32:42+00:00 | 521175959 | Nathan Pine | Brisbane | AU | en-AU | justice-for-johnny-depp | against | 2020 | 2020-12-24 | Dec | 24 | 21 |
| 14710 | 811122167 | "they won’t believe you, because you are a man... | 25704328 | 1 | comment | 2020-12-24 21:37:28+00:00 | 521175959 | Nathan Pine | Brisbane | AU | en-AU | people-with-common-sense-amber-heard-must-be-f... | against | 2020 | 2020-12-24 | Dec | 24 | 21 |
| 16193 | 811278931 | she’s not a victim | 26062476 | 0 | comment | 2020-12-29 18:16:28+00:00 | 1164105700 | Isaac Nye | Reading | US | en-US | united-states-supreme-court-put-amber-heard-be... | against | 2020 | 2020-12-29 | Dec | 29 | 18 |
| 14705 | 811284221 | she’s not a victim | 25704328 | 1 | comment | 2020-12-29 20:51:20+00:00 | 1111527071 | Monica Castro | Minneapolis | US | en-US | people-with-common-sense-amber-heard-must-be-f... | against | 2020 | 2020-12-29 | Dec | 29 | 20 |
| 1528 | 811289661 | i am not a bot and i am sick of people that us... | 26583137 | 6 | comment | 2020-12-29 23:43:56+00:00 | 889961776 | Mihaela Vengher | Santa Maria degli angeli | IT | it-IT | amber-heard-a-public-letter-to-amber-heard | against | 2020 | 2020-12-29 | Dec | 29 | 23 |
| 1515 | 811293761 | amber heard is an imposter. she is not a victi... | 26583137 | 4 | comment | 2020-12-30 02:16:46+00:00 | 1091928148 | Deborah Skikos | Sebastopol | US | en-US | amber-heard-a-public-letter-to-amber-heard | against | 2020 | 2020-12-30 | Dec | 30 | 2 |
| 1484 | 811307264 | i am not a victim, but my friend has been a vi... | 26583137 | 2 | comment | 2020-12-30 13:37:24+00:00 | 623529365 | Erni Marianne | Basel | CH | de-DE | amber-heard-a-public-letter-to-amber-heard | against | 2020 | 2020-12-30 | Dec | 30 | 13 |
| 1448 | 811357729 | amber is not a victim. johnny depp is the victim. | 26583137 | 4 | comment | 2021-01-01 00:59:23+00:00 | 493066498 | Jennifer Buhmann | Ofallon | US | en-US | amber-heard-a-public-letter-to-amber-heard | against | 2021 | 2021-01-01 | Jan | 1 | 0 |
| 1412 | 811439152 | i am a surviver not a victim. i am a real pers... | 26583137 | 2 | comment | 2021-01-03 12:49:27+00:00 | 1171835301 | Amy Black | Kings Mountain | US | en-US | amber-heard-a-public-letter-to-amber-heard | against | 2021 | 2021-01-03 | Jan | 3 | 12 |
| 11800 | 811549681 | "no one will believe you because you are a man... | 25699776 | 0 | comment | 2021-01-05 06:15:10+00:00 | 847976812 | Megan England | NaN | US | en-US | warner-brothers-keep-johnny-depp-as-grindelwald | against | 2021 | 2021-01-05 | Jan | 5 | 6 |
| 1406 | 811571332 | i’m signing because she is not a victim. | 26583137 | 2 | comment | 2021-01-05 16:34:42+00:00 | 1166349417 | Steffany Trujillo | Albuquerque | US | en-US | amber-heard-a-public-letter-to-amber-heard | against | 2021 | 2021-01-05 | Jan | 5 | 16 |
| 1402 | 811746758 | amber heard is not a victim. she is the abuser... | 26583137 | 3 | comment | 2021-01-08 10:02:48+00:00 | 959974137 | Lauren Wood | Welling | GB | en-GB | amber-heard-a-public-letter-to-amber-heard | against | 2021 | 2021-01-08 | Jan | 8 | 10 |
| 403 | 811807615 | because of her jhonny deep lost his role and e... | 20569720 | 0 | comment | 2021-01-09 12:26:56+00:00 | 1173258965 | Aagaman Karki | Kathmandu | NP | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2021 | 2021-01-09 | Jan | 9 | 12 |
| 2716 | 811875622 | abuse can happen to men as well! screw amber h... | 25717146 | 1 | comment | 2021-01-10 19:39:51+00:00 | 1130166415 | Kylee Gardner | Pueblo | US | en-US | warner-brothers-give-johnny-deep-his-roles-back | against | 2021 | 2021-01-10 | Jan | 10 | 19 |
| 395 | 812076298 | she is a lier & is not a victim | 20569720 | 2 | comment | 2021-01-14 08:12:21+00:00 | 956988974 | Gloria Whitesel | Huntingdon | US | en-US | hollywood-boycott-aquaman-2-amber-heard | against | 2021 | 2021-01-14 | Jan | 14 | 8 |
| 1009 | 812652287 | this woman is making a mockery out of dv, she'... | 26528188 | 2 | comment | 2021-01-26 11:38:22+00:00 | 129481695 | Leanne Hunt | Derbyshire | GB | en-GB | united-nations-remove-amber-heard-as-a-spokesp... | against | 2021 | 2021-01-26 | Jan | 26 | 11 |
| 1008 | 812652632 | amber heard is a domestic violence perpetrator... | 26528188 | 2 | comment | 2021-01-26 11:51:22+00:00 | 27600652 | Janet Cousins | Bristol | GB | en-GB | united-nations-remove-amber-heard-as-a-spokesp... | against | 2021 | 2021-01-26 | Jan | 26 | 11 |
| 2214 | 814728431 | fire amber heard she is not a victim! i am not... | 14799888 | 0 | comment | 2021-03-09 22:39:41+00:00 | 1184978289 | Linda Lundgvist | Karlskrona | SE | en-US | warner-brothers-warner-bros-warner-media-and-d... | against | 2021 | 2021-03-09 | Mar | 9 | 22 |
| 16239 | 824593061 | as a domestic abuse survivor, i stand with all... | 20196023 | 0 | comment | 2021-10-04 01:37:16+00:00 | 1136006578 | Drew Pearson | Minneapolis | US | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2021 | 2021-10-04 | Oct | 4 | 1 |
| 16234 | 824604074 | she is not a victim of dv. | 20196023 | 0 | comment | 2021-10-04 08:06:16+00:00 | 881013751 | tina knapp | Sulaymaniyah | GB | en-US | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2021 | 2021-10-04 | Oct | 4 | 8 |
helpers.text_peaks(df_victim, "not a victim", n=2, threshold=0, mode='contain')
victim_users = df_victim.username.value_counts().to_frame().reset_index().rename(columns={'index':'username',
'username':'ncomments'})
helpers.barh(victim_users.head(15), '"not a victim" Top Commented Users', threshold=0, c=0)
NOTE: Most of these users only commented with "not a victim" comments!!!
df_victim.username.value_counts().head()
Nathan Pine 2 Isaac Nye 1 Mihaela Vengher 1 Deborah Skikos 1 Erni Marianne 1 Name: username, dtype: int64
df_comments.query(" username == 'Nathan Pine' ").comment.value_counts().head()
"they won’t believe you, because you are a man”\n\nshe is not a victim. 2 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Nathan Pine", n=3, threshold=0)
df_comments.query(" username == 'Isaac Nye' ").comment.value_counts().head()
she’s not a victim 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Isaac Nye", n=3, threshold=0)
df_comments.query(" username == 'Mihaela Vengher' ").comment.value_counts().head()
i am not a bot and i am sick of people that uses media and heartbreaking stories to make money. ah is not a victim and she doesn't speaks for me. i would feel like to insult her because i am mad for all the lies... but i really can't find a word so repellent fitting for miss heard. i could also implore her to tell the truth, but would obviously be a waste of time because it seems she has no conscience. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Mihaela Vengher", n=3, threshold=0)
df_comments.query(" username == 'Deborah Skikos' ").comment.value_counts().head()
i believe she has abused johnny and all of us who have to listen to her lie and we don’t need to see her anymore. we shouldn’t have to give up l’loreal because they keep her but i will. 1 i will never watch the stand because of amber heard. i love stephan king, but having her a part of this when you knew about her abusing depp makes me sick. do better next time and listen to the truth. 1 i don’t like liars. they have no place to spread lies in society. liars must be stopped. 1 she’s lied, abused, blackmailed her untalented arse long enough. she should be done, finished, blackballed. 1 if anyone has ever gone to jail for perjury then this woman deserves to go. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Deborah Skikos", n=3, threshold=0)
df_comments.query(" username == 'Erni Marianne' ").comment.value_counts().head()
jemand, der andere menschen schlägt, ist keine person für werbung. 1 look at all the evidence the judge dismissed on the males side and what he granted on her side. that was not justice. it should be looked at again. 1 i am not a victim, but my friend has been a victim of abuse and even if she has left him she still fears for her life after a lot of years. she did not leave the house alone during the first years after she left him. 1 she is an abuser and hearing her speak must be awful for real victims of abuse. she does it only for a lot of money. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Erni Marianne", n=3, threshold=0)
# To Load the dictionary of negative text
with open('./cleaned_data/negative_text.pkl', 'rb') as f:
neg_dict = pickle.load(f)
neg_text = set(neg_dict.keys())
neg_text = neg_text | {'narcissist', 'cancelamber', 'cancel amber', 'amber sucks', 'hate amber heard', 'scamber',
'boycott amber', 'amber heard sucks', "i remind that amber heard craped on jonny depp's bed",
'amber heard is trash', 'deleteamber', 'delete amber', 'amber heard is a monster'}
# # KYS is an internet acronym standing for “kill yourself
# all_threat = {'deathto', "death to fascists", "death to mera", "death to all narcissistic", "social death to",
# "professional death", "death to femnazis", "death to those people", ' go die', 'die cunt',
# 'kill heard', 'kill amber', 'kill her', 'kys fuck you amber', 'deserve', 'jail', 'prison',
# 'pay for her crimes', 'if she wants assault she well get it', 'death to a turd', 'amberfbi',
# 'death to anybody not supporting johnny', 'kiss of death', 'death amber', 'go kill yourselves',
# 'kill all the people who disliked', 'to hell', 'tohell', 'in hell', 'inhell', "who the hell is",
# 'burn her', 'burn turd', 'her burn', 'isacriminal', 'amberfbi', 'pay for her crime'}
hate_speech = {'victim', 'fuck', 'ambich', 'abuser', 'liar', 'jail', 'prison', 'deserve', 'digger',
'bullies', 'bitch', 'crazy', 'psycho', 'not a victim', 'lies'}
neg_text = neg_text | all_threat | hate_speech
len(neg_text)
200
neg_text
{' death',
' death ',
' raped',
'#fuckamberheard',
'50 million',
'7 million',
'@amberheard fuck you',
'abus',
'abuse',
'abuser',
'abusing',
'aggressive',
'aggressively pull',
'alcoholic',
'amber abus',
'amber can die',
'amber heard abus',
'amber heard is a monster',
'amber heard is trash',
'amber heard sucks',
'amber lunge',
'amber sucks',
'amber turd',
'amber-heard-abus',
'amberheardisaliar',
'amberheardisanabuser',
'amberheardisanabuserandliar',
'amberisanabuser',
'ambertheabuser',
'amberturd',
'ambich',
'and to die',
'assault',
'assaulted johnny',
'be killed',
'beaten',
'beaten up',
'because she is a woman',
'because she’s a woman',
'bitch',
'blacklisted and burned',
'boycott amber',
'boycottamber',
'boycottamberheard',
'bullies',
'bullshit',
'burn',
'burn down',
'burn in hell',
'burn the witch',
'burninhell',
'burns in hell',
'burnt pig',
'cancel amber',
'cancelamber',
'catch covid and die',
'change.org',
'clawing',
'clown',
'commits crimes',
'crazy',
'cunt',
'death',
'death to',
'death to amber',
'deathtoamber',
'delete amber',
'deleteamber',
'demon from hell',
'deserve',
'deserves a prison cell',
'deserves fucking prison',
'deserves hell',
'deserves it',
'deserves prison',
'deserves punish',
'die amber',
'diecunt',
'digger',
'disgusting',
'domestic violence',
'expos',
'exposing her ass',
'exposingamberheard',
'fake victim',
'felony',
'fire amber',
'fire her',
'fireamber',
'fireamberheard',
'fireamberheardfromaquaman',
'fired',
'fuck',
'fuck amber',
'fuck @amberheard',
'fuck amber',
'fuck amber heard',
'fuck amber herd',
'fuck her',
'fuck herself',
'fuck off',
'fuck that bitch',
'fuck this bitch',
'fuck u @amberheard',
'fuck you @amberheard',
'fuck you amber',
'fuckamber',
'fuckamberheard',
'fucked the right off',
'fucking abuser',
'fucking bitch',
'fucking bullshit',
'fuckthesun',
'get raped',
'go die',
'go kys amber',
'go to hell',
'gold digger',
'golddigger',
'gotohell',
'hate amber heard',
'her crime',
'her own crime',
'how can you still have fans',
"i remind that amber heard craped on jonny depp's bed",
'imprison amber',
'imprisoned for',
'in a jail',
'in fucking prison',
'in hell',
'in jail',
'in prison',
'into jail',
'is a criminal',
'is criminal',
'jail',
'jail for',
'jail time',
'jailforamberheard',
'kill',
'kill amber',
'kill her',
'kill herself',
'kill yourself',
'killher',
'kys',
'lawsuit',
'liar',
'lies',
'narcissist',
'needs to be punished',
"no one will believe you're a victim because you're a man",
'not a victim',
'of hell',
'petition',
'place is jail',
'prison',
'prison now',
'prison time',
'prisonforamber',
'prisontimetoamber',
'psycho',
'punched',
'punish',
'punish amber',
'punish her',
'remove amber',
'remove-amber',
'removeamber',
'removeamberheardsfromaquaman2',
'removed',
'rot in b movie hell',
'scamber',
'scammer',
'she burns',
'she deserves it',
'she dies',
'she should kys',
'shit',
'should be imprisoned',
'should be jailed',
'should be punished',
'shut',
'stupid',
'stupid ass',
'threw a vodka bottle',
'to death amber',
'to hell',
'to jail',
'to prison',
'tohell',
'tugging',
'unforgivable crimes',
'victim',
'violence',
'violencehasnogender',
'violent',
'vodka bottle',
'whor',
'will murder'}
df_hate = df_comments[df_comments.comment.str.contains('|'.join(neg_text))]
print(f'{df_hate.shape[0]} contributions, on {df_hate.petition_slug.nunique()} Slugs, made by {df_hate.username.nunique()} Users')
df_hate.head(2)
12286 contributions, on 156 Slugs, made by 10900 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 9380 | 457546085 | given that:\n\n1) suicide is a leading cause o... | 7177154 | 1 | comment | 2016-05-29 09:07:04+00:00 | 22109716 | Marianna Anagnostopoulou | Athens | GR | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-05-29 | May | 29 | 9 |
| 9378 | 464729252 | i think she is lying about domestic abuse agai... | 7177154 | 4 | comment | 2016-06-10 20:59:34+00:00 | 9228048 | Donna Kanzler | Montebello | US | en-US | everybody-boycott-amber-heard | against | 2016 | 2016-06-10 | Jun | 10 | 20 |
hate_daily = df_hate.groupby(['year', 'dayofmonth', 'month']).size().reset_index(name='ncomments')
print('\nNote: The Peaks on Nov 2020\n')
title = 'A Heat Map for the Negative Comments'
helpers.facet_heat(hate_daily, title, n_col=4, vmax=500)
Note: The Peaks on Nov 2020
hate_dates = df_hate.groupby(['date']).agg({'comment':'count', 'likes': 'sum'}).reset_index(
).rename(columns={'comment':'ncomments'}).sort_values('ncomments', ascending=False)
hate_dates.head(15)
| date | ncomments | likes | |
|---|---|---|---|
| 351 | 2020-11-08 | 743 | 252 |
| 350 | 2020-11-07 | 726 | 505 |
| 360 | 2020-11-17 | 681 | 841 |
| 352 | 2020-11-09 | 569 | 212 |
| 353 | 2020-11-10 | 451 | 261 |
| 361 | 2020-11-18 | 438 | 658 |
| 354 | 2020-11-11 | 412 | 134 |
| 362 | 2020-11-19 | 391 | 482 |
| 359 | 2020-11-16 | 387 | 377 |
| 355 | 2020-11-12 | 323 | 124 |
| 349 | 2020-11-06 | 286 | 240 |
| 356 | 2020-11-13 | 228 | 168 |
| 364 | 2020-11-21 | 146 | 150 |
| 357 | 2020-11-14 | 142 | 73 |
| 365 | 2020-11-22 | 134 | 169 |
helpers.bar_peaks(hate_dates[['date', 'ncomments']].head(14),
'Hate-Speech Comments Peak Dates')
df_hate.comment.value_counts().head(60)
fuck amber heard 168 fuck amber 75 she's an evil abuser. justice for jd! she should be held accountable as the abuser. no way should the abuser keep her job and career and destroy the victim's career. fire her sorry ass! 67 fuck her 36 she is an abuser 31 johnny depp deserves justice 30 he deserves justice 30 fuck that bitch 28 abuser 22 he deserves it 22 fuck this bitch 21 amber heard is an abuser 20 johnny deserves justice 19 johnny depp deserves better 17 she’s a bitch 16 she a bitch 16 he deserves better 15 amber heard sucks 14 amber heard is a bitch 14 she's an abuser 13 she’s an abuser 13 she is an abuser. 11 johnny deserves better 11 she is a liar 11 amber heard is a liar 11 fuck abusers 10 fuck amber heard. 10 johnny depp deserves justice! 10 he deserves justice. 9 fuck amber turd 9 she is a bitch 8 she’s a liar 8 amber is a bitch 8 amber sucks 8 amber heard has proven herself to be a narcissistic abuser with borderline personality disorder. she continues to play the victim with wild accusations and counter claims that only serve to reveal her damaged and manipulative personality. this woman should not be the face or representative of anything. i wouldn't trust her with a pair of scissors. i'd suggest her affiliation with any product, charity or company would be irreparably damaging to the brand. cut her loose and save yourselves. 8 because fuck amber heard 8 johnny deserves justice! 8 fuck you amber 8 she deserves it 8 fuck amber herd 7 i hate amber heard 7 johnny depp deserves better. 7 amber heard is a liar! 7 if johnny depp is being let go from his contracts for films, then she should be too. it is practices like this that make it so men who are abused do not come forward, he now has a stain on his name for what she did to him but yet he looses his job but not her? 7 liar 7 shes a bitch 7 men can be victims too 7 amber is an abuser 6 #fuckamberheard 6 johnny depp deserves justice. 6 she's a bitch 6 abuse is abuse 6 amber heard is trash 6 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 amber is a liar 6 bitch 6 amber heard is dangerous and everyone i know intend to boycott movies and products promoting this psycho. she has set back women's empowerment immeasurably with her theatrics. men have rights too. 6 ah is an abuser & she should be replaced. 5 she is a abuser 5 amber turd 5 Name: comment, dtype: int64
df_hate.comment.value_counts()[60:].head(60)
he deserves it. 5 johnny deserves justice. 5 he is a victim 5 she abused johnny depp 5 he deserves justice! 5 she is guilty of being the perpetrator of domestic violence towards johnny depp. 5 she's an abuser. 5 fuck that hoe 5 fuck wb 5 fuck dat bitch 4 abuse is abuse. 4 johnny depp does not deserve this. 4 amber heard is a lying bitch 4 because fuck abusers 4 she's a liar 4 a man is accused he loses everything, a women is charged for domestic violence and proven to be abusive rather than the man yet she loses nothing! a disgrace and this is coming from a women who suffered domestic abuse. depp has never known to be abusive yet heard has, she appears in court with bruising (makeup) but the next day is on video with no makeup and not a single mark on her. get rid of the liar and leave poor depp alone he's been through enough. jesus even her own parents supported him and were terrified of her finding out they'd spoken with him. speaks volumes. 4 fire her 4 i will not support a self-confessed, yet unrepentant, abuser of at least two of her domestic partners. \ni’m signing because i’ve heard the tapes ms heard made in which she admits repeatedly hitting mr. depp, states she can’t promise not to again, clearly gaslights mr. depp, and engages in further violent & disgusting behaviors typical of some cluster b personality disordered people- particularly malignant narcissism. in the tapes mr. depp can be heard endeavoring to navigate kindly in an impossible situation with someone behaving like a toxic malignant narcissist- classic conversation between abuser (heard) & victim (depp). heard also has a verifiable legal history as a domestic abuser, which points to repetition compulsion.\nmr. depp has surely lost too much already, let’s not continue to victimize and penalize him for the simple “crime” of falling for a girlmonster. conversely let’s not reward ms. heard for her terrible behavior.\nboth parties need help- ms. heard needs a 12 step & vitamin therapy for alcoholism, and cognitive behavioural therapy; and mr depp needs trauma counseling, research on & therapy to heal his possible attachment disorder, & heal with holistic health therapies, along with adeno b12 and top notch genomic b-complex therapy. both parties need to heal. and the world at large should not be further abused by having to view films by, or be further gaslighted by, heard. 4 pass the shield act to stop exploitation of people (and women's) images (aka revenge porn) in the united states now! it can save lives! representative jackie spier, vice president kamala harris, katelyn bowden and amber heard spoke to support this bill in 2019!\n\nwhat happened to it?! we need protection now! millions of adults, especially women, are at risk without this federal law to prevent their intimate images from being used for abuse. 4 amber heard is an abuser. 4 she is a liar and an abuser 4 she doesn’t deserve it 4 #justiceforjohnnydepp \n#amberheardisanabuser \n#amberheardabusedjohnnydepp \n#amberheardistherealabuser \n#amberheardisaliar 4 johnny depp is a kind person and he deserves justice 4 #fireamberheard 4 she’s a cunt 4 he deserves better. 4 she’s disgusting 4 jonny depp deserves better 4 men can be abused too 4 fuck this hoe 4 johnny is innocent and deserves nothing but the best!! 4 men can be victims too. 4 johnny depp deserves better! 4 she’s abusive 4 amber heard is an abuser! 4 she does not deserve this 3 johnny depp deserves justice!! 3 fuck warner bros 3 stop punishing the victim of the abuse! 3 fuck her. 3 men can be abused to and one accusation can ruin their life, so i'm here to support him. 3 #amberheardisanabuser 3 heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 amber heard is a cunt 3 johnny deserves justice!! 3 because fuck amber turd 3 she deserves jail 3 she’s an abuser. 3 as an actual abuse victim, ah horrifies me. she is a perpetrator of violence, intimidation, and the ringleader of calculated campaign of lies and perjury. she should receive the treatment she hoped her victim would receive - she should lose her fortune, her career, her reputation, and her credibility. she’s a disgusting grifter without an ounce of integrity, dignity, or kindness, and i will boycott any project and/or product she has anything to do with, ever. #justiceforjohnny 3 shes an abuser 3 fuck abusers. 3 she abusive 3 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 she is abusive 3 abusadora 3 johnny depp does not deserve to be let go of any of his rolls. he is an amazing actor and kind hearted. all the films he has done and the amazing work and what he does for kids is wonderful. there is countless evidence that he was not abusive towards her. even his ex wives/girlfriends have stated he does not have it in him to be abusive and wa never abusive. woman are just as capable of being abusive as men are stop playing the sex card. leave johnny alone and let him get back to the amazing actor we all love! 3 because amber heard is a liar. 3 johnny depp has already lost his grindelwald role, and will probably lose future jack sparrow reprisals, due to his involvement in litigation. by that logic amber heard should also be fired from aquaman, as she’s involved in the same legal cases with depp. 3 she doesn't deserve it 3 Name: comment, dtype: int64
df_hate.username.value_counts().head(10)
Brandi Granger 67 Stephanie Brown 48 Jenny Gurin 28 Marianne Lloyd 26 Sara Roberts 24 Deborah Skikos 16 Cesar Ramirez 12 Linda Lundgvist 12 Angela Marie 12 Amy Hope 10 Name: username, dtype: int64
df_comments.query(" username == 'Brandi Granger' ").comment.value_counts().head(60)
she's an evil abuser. justice for jd! she should be held accountable as the abuser. no way should the abuser keep her job and career and destroy the victim's career. fire her sorry ass! 67 v 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Brandi Granger", n=3, threshold=0)
df_comments.query(" username == 'Stephanie Brown' ").comment.value_counts().head(60)
#justiceforjohnnydepp! 4 #johnnydeppismygrindelwald! 3 johnny depp is innocent! 3 #justiceforjohnnydepp 2 #fireamberheard 2 amber heard is the real abuser! 2 i stand with johnny depp! 2 i agree! 2 replace her with emilia clarke! 2 #amberheardisanabuser! 1 johnny depp was not supposed to be fired from his role as our beloved grindelwald in the fantastic beasts movie franchise! 1 get rid of her! 1 i have been johnny depp's fan since i was a teenager and i always loved and believed him no matter what happened to him! the girl, who is obviously amber heard is the one who was lying to the entire world about my favorite actor and she's too dangerous to be in hollywood! 1 we love johnny depp! 1 johnny depp is the one who survived the abuse made by amber heard and it's obvious that warner bros. needs to think twice before firing their number one money maker and their only number one money maker is johnny, not amber! 1 #johnnydeppiscaptainjacksparrow 1 i believe the true fact that #johnnydeppisasurvivor of domestic abuse and violence! 1 amber heard is not my mera and is the one who should be fired! 1 #amberheardistherealabuser! 1 #amberheardisafraud 1 amber deserves to be punished! 1 no johnny means no pirates! 1 jail time for amber heard! 1 johnny depp is always innocent and always will be! 1 rehire johnny depp as grindelwald! 1 #johnnydeppisasurvivor 1 johnny depp was born to play captain jack sparrow! 1 johnny depp is the most terrific actor of all time and i say, you can't keep a good man down! 1 johnny depp deserves justice! 1 we want emilia clarke, not abuser amber heard! 1 punish amber heard! 1 i refuse to go see another pirates of the caribbean movie, without the best leading man of all time! 1 give johnny depp his career and his movie roles back!!! 1 we want true justice! wb was wrong to dismiss johnny depp from fantastic beasts 3 and keep amber heard in aquaman 2! they need to open up their eyes, listen to the audio, realize what the real deal is, rehire johnny depp and not only fire amber heard, but also replace her with emilia clarke! 1 emilia clarke is my mera! not amber heard! 1 nobody plays captain jack sparrow better than my dear mr. johnny depp himself! 1 warner bros. should fire amber heard! 1 if amber heard is supposed to be fired, same goes with peter safran! 1 only johnny depp can play grindelwald!! 1 it's only right and it's only fair to release minamata movie with johnny depp in it! don't be afraid mgm studios, will you please just release the film, maybe on the 8th of october? 1 amber heard doesn't deserve to be mera in aquaman 2 after she truly abused johnny depp, who deserves to be grindelwald again in fantastic beasts 3! 1 i, stephanie brown, am signing, because i never believed what amber heard said about johnny depp, and i say, that johnny depp told the truth about his abuser and ex-wife, the whole time, while amber heard, on the other hand, is a proven liar and deserves to be locked up for a rather good long period of time! 1 i, stephanie brown, truly believe the facts, that one, johnny depp was abused by none other than amber heard, two, johnny depp is supposed to keep his roles as captain jack sparrow and grindelwald, and three, johnny depp deserves justice! #johnnydeppisinnocent 1 she's not perfect for that role and she can't sing! 1 #johnnydeppistherealvictim 1 we love johnny depp!!! 1 johnny depp is 100% totally and completely innocent! 1 i, stephanie brown, am signing because one, i have been johnny depp's fan for eighteen years and have loved him for a long time, even through my high school years, two, i have believed him from 2016 up to 2021 and will keep believing him, and three, he must have justice, get vindicated, and uncanceled from future projects, especially pirates of the caribbean 6 and fantastic beasts 3! 1 justice for johnny depp! 1 like michael jackson, johnny depp is 100% totally and completely innocent of false allegations! 1 #rehirejohnnydepp 1 amber heard should be silenced! 1 i would definitely love to see johnny depp play gold digger roger! 1 #amberheardisagolddigger 1 lock amber up! 1 #holdahaccountable 1 i, stephanie brown, am signing, because all of johnny depp's beloved fans, including me, do not want to see dirty amber in justice league or any other movie in hollywood for as long as we live! 1 johnny depp is the only actor who plays our pirate hero! 1 johnny depp is captain jack sparrow and i can't stand seeing the next pirates of the caribbean without him! 1 i have the fear that jason momoa will be amber heard's next victim! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Stephanie Brown", n=5, threshold=0)
df_comments.query(" username == 'Marianne Lloyd' ").comment.value_counts().head(60)
johnny depp was severely abused both physically and emotionally by amber heard, her free loading scum friends lived off johnny, heard tried to extort money out of johnny and blackmail him. yet the corrupt, biased judge nicol ruled in her favour because she played the victim card and lied and lied. she should be held accountable and there should be justice for johnny! johnny should get his life back! 2 she is a malicious, shallow, vindictive violent and extremely dishonest narcissistic psychopath who cares for no one. and she really isn’t all that pretty, waste of oxygen 1 save johnny depp from the lying abusive heard! save his career! often men get abused by greedy, mentally deranged women like heard 1 ah is a known, lying self confessed abuser, and perjurer and should be fired from all projects 1 this important story needs to be told and mr depp puts heart and soul into this role. stop the unnecessary persecution of johnny depp!! mgm, this is pathetic behaviour! 1 what mgm is doing is completely outrageous and wrong. there are millions of us who want to see this important film and to see the great (innocent) johnny depp on the screen again. release the film! 1 the way johnny is being treated is very unfair! we want johnny as gomez addams! he is a fantastic actor and a very honourable man! 1 ah should be removed from all films and platforms because of her lies and violence about jd 1 this despicable lying, very abusive liar should be behind bars 1 johnny is innocent. justice nicol is an extremely corrupt, dishonest and biased judge who has many connections to the scum newspaper, his son works for them! this is an utter disgrace!! 1 this abusive, lying sociopath should not be allowed any platform or work ever again 1 you do not speak for me, amber, nor anyone else who is a survivor of dv. you are the horrific abuser, johnny is the victim 1 i will avoid the sick, corrupt dishonest wb from now on! they support horrendous abusers, ah! disgusting and unacceptable! all you corrupt vile wb don’t have a f brain! you know johnny was badly abused! yet you side with the disgusting lying, lying abuser! hope you go down in flames!!! 1 judge nicol has proved to the world that he is very corrupt and biased. we all know that he, the scum (sun), ah and her lawyers, his wife and elon musk, judge nicol’s son and that awful liar dan wootton were all in bed together. this was a set up! judge nicol and his bed fellows need to be thoroughly investigated!! this verdict sounds very suspicious. so much for the british legal system. they’ve lost a lot of credibility. 1 judge nicol is dishonest, corrupt and biased! he needs to be seriously investigated with all his connections with the scum (sun) newspaper, ah and her lawyers, his son and dan wootton, murdoch, musk and all connections to this case. this judge was not impartial. it all sounds very suspicious. he should have recused himself. nothing honourable about nicol, neither the british legal system. this was a set up! 1 judge nicol needs to be thoroughly investigated! he has shown himself to be very corrupt and biased. all the links he has with the corrupt lawyers of ah have to come out 1 she’s been diagnosed as a malignant narcissist with huge rage instances, she abused and used johnny appallingly. she beat him, threw objects at him, the vodka bottle which severed his finger tip, and he still tried to protect this lying, violent husband beater. she tried to extort money out of him and blackmailing him. painted on bruises to she could a restricted order against him because she and her diabolical freeloading friends could get his apartments. she beat him and then lied and lied and lied. she tried to project this all on johnny, as malignant, lying narcissists do.this kind of\n\n\n\n she abused him badly, and all he did was love her! this kind of narcissistic is very dangerous. she has no feeling for any one, it’s all about getting publicity and attention. a diabolical liar! she is able to manipulate anyone, always playing the “poor little me” victim. so many people have been caught in the net of her lies. she went out of her way to destroy johnny. she’ll sleep with anyone to get her way. just because a percentage of people believe in her because of her very fake beauty \n,they believe her! how shallow all these people are! l’oreal you have lost all your credibility. i want to vomit when i see your products! you ought to be very ashamed. i dont understand why you keep this snake on your books! we will boycott your products! bwy your shampoo is just awful! we will spread the word. show some backbone and fire this truly evil woman! get somebody with real beauty and integrity! 1 i’m gob smacked how corrupt the british legal system is! i would not have expected it. this was so obviously a set up between judge nicol, his wife and ah’s legal team, and of course that dishonest dodgy elon musk. ah just lied and lied and lied, falsified evidence and got her freeloading friends and sister to lie for her on the stand. johnny was completely honest, didn’t hide his substance abuse (unlike ah, who drinks heavily and takes loads of drugs). this is all very underhand. johnny’s side produced mountains of verified evidence, and yet this obviously crooked judge rules for a h. this is unacceptable!!! johnny deserves to be granted an appeal. what a slap in the face of all survivors of da, especially men, believe all women has now been corrupted. who would want to believe them now?? 1 the british legal system has shown itself to be extremely corrupt and dishonest. never did i expect this. we want the truth out! johnny has been badly abused by the media, but we have heard and seen all the evidence. ah’s legal team have shown the world how corrupt and dishonest they are! unacceptable! please grant johnny his appeal, the world needs to know the truth 1 johnny was severely abused by his lying, dishonest violent wife and was forced to resign from fb and potc because of corrupt people. wb was extremely unfair and bowed to false claims and lies! give johnny back his role or we will boycott this movie 1 we want johnny depp back as grindelwald! without him, we will boycott fb!! show some spine wb 1 i’m signing because johnny deserves justice after being violently abused by lied about by that b**** amber heard. she has falsely accused and blackmailed johnny for her own gain! we want justice for johnny! 1 amber heard is a pathological liar a violent abuser. she wrecked johnny’s life and career without remorse! she should not be in aq2.! boycott aq2!! 1 amber heard is a liar and a violent abuser! she wrecked a johnny’s career and his life through her compulsive lying!! johnny deserves his life back and a huge apology from a disney. amber should never get another movie role again or any social platform whatsoever! 1 amber heard is an extremely abusive, lying narcissistic psychopath and she is dangerously deranged. boycott both aquaman 2 and l’oreal for keeping this hateful person on! 1 i want justice for johnny. that vile amber turd destroyed his life and career through disgusting lies 1 she is a disgrace to all women. her extremely dishonest, fraudulent lies and her horrendously abusive, narcissistic behaviour destroyed a johnny’s career and she felt nothing! disgusting! she should never ever be allowed to be a spokesperson for any company again and should be banned from ever working in the film industry ever again, l’oreal will lose a lot of customers. she must be fired! 1 she is a nasty, lying abuser, who ruined johnny’s life and career on purpose and yet does not feel an ounce of remorse. a true abusive narcissist, who has disgraced\nthe #me too movement and l’oreal. she should never be a spoke person for any company or organization ever again. 1 she is an extremely dishonest, nasty, very abusive, self centered, lying narcissist and has discredited the #metoo movement with her blatant lies. she should never be seen again. she has to go. destroying j.d.’s life is a very serious offense. 1 she has made a mockery of victims of abuse! #metoo movement will lose all its credibility because of her extremely dishonest, violent, abusive narcissistic behaviour. she should 1 she is an absolute disgrace to all women out there! i would be ashamed to use your products after what this lying, abusive, greedy fraud did to j.d. she has been extremely disrespectful towards all victims of abuse! no one will ever believe anything she says ever again. 1 this disgusting, arrogant and very stupid man is an abuser supporter!! anyone who supports this horrendous lying extremely abusive turd ought to be fired!! no integrity whatsoever! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Marianne Lloyd", n=2, threshold=0)
df_comments.query(" username == 'Sara Roberts' ").comment.value_counts().head(60)
thank you to whoever brought this tape forward! johnny has had his life ruined for the past five years because a woman made claims and fake evidence and people stupidly bought it. well, time’s up, amb!tch! #justiceforjohnny #cancelamberheard #fireamberheard #therealabuser #wearewithyoujohnny 1 she is a disgrace and a #metoo liar! she used the fact that she’s a woman and ran with it. sadly, our culture believes lying women. #istandwithjohnnydepp 1 she’s a better actress!!! 1 this is appalling! it’s not funny to take digs at victims male or female!! 1 justice fails men yet again. 1 the courts were unfairly stacked against him as they were all ambers’ croonies. 1 men are victims too and deserve justice! 1 this liar needs to be jailed and apologize to real victims!!! 1 the stigma against male victims needs to end! now!!! 1 he did nothing wrong based on evidence and still gets persecuted! men are victims too! 1 people like scamber need to be held responsible and not protected because she’s a woman! 1 stop the stigma on male victims! 1 men should be taken as seriously as women when it comes to being abused. #endthestigma 1 sexism at its finest. they must be part of this believe and support all women. even if they’re guilty. i’m boycotting everything she’s involved in. if she’s out of am2, i’m inclined to see it. 1 i’ve supported him since 2003 and continue to do so! just because he’s a man, society automatically finds him guilty. well, evidence doesn’t lie, but amber sure does! #toxicfemininity 1 i have since 2003 and will continue to do so for years to come. stop the stigma that men can’t be victims! #throwamberinjail #justiceforjohnny 1 he was unfairly judged in this toxic #metoo era and lost jobs because of that harlet’s lies. #fireamberheard #rehirejohnnydepp #johnnydeservesjustice #toxicfemininity 1 johnny was unfairly judged by society on the basis that a women certainly couldn’t have beat him up. we need to change this stigma! women want equal rights but don’t want to face the music/punishment when they are found out! #bycottmetoo #boycottamberheard #boycottloreal #boycottaquaman 1 i will not stop until this lying demon is put in jail! johnny lost these roles because a woman made up a bunch of pull and people were stupid enough to believe her and not see that she was trying to climb the hollywood ladder. she’s a psycho! she even emulated everything about him. 1 he didn’t deserve the backlash he has gotten for the last four to five years. this woman knew how to concoct a story and get people on her side by hiding behind the shameful #metoo. well, what goes around, comes around! i can’t wait until she hears the slam of metal jail cell doors! 1 women are just as manipulating as men but don’t get punished because they are the “weaker sex.” bs! this sad excuse for a woman and a human ruined his life and career because she’s a woman who had a sinister plan to blackmail him and rise up the hollywood ladder. she even emulated everything about him. she needs to be locked away and institutionalized! 1 he lost everything on the basis of toxic femininity and she was shown as a hero. #metoo is a sham and she should rot in prison for her deceitful lies! 1 fuck you, scamber! you’re a terrible beast that used your femininity to blackmail one of the greatest actors of all time and finally got found out! women like you (femanazis) make me ashamed of being a woman. you want to be treated fair but bat your eyes so you won’t have to deal with consequences! your time is up! time to pay the piper! 1 johnny was painted as a woman beater on the whim of a woman who wanted to achieve his level of fame. so much so, that she emulated everything he did and said. this chick used #metoo in order to climb said social ladder and finally is being found out! #ialwaysbelievedjohnny #downwithmeto #arrestamberheard #recastmera 1 fuck you, scamber! you lied for four to five years and let your man get dumped on, just so you could climb the social ladder. well, evidence is a bitch, and this one got caught red handed! 1 fuck you, amber and all her woke fans! y’all are basically saying it’s okay for women to hit men! in any situation, no one should hit anyone! she has an arrest on file from 2009! 1 fuck you, ambitch! i hope she lands in jail and i can actually see aquaman. emilia is perfect! love her! 1 i’ve stood behind him since 2003 and although i’ve never met him, know he’s not a woman beating monster. that person is the one he married. boycott her, her films, and endorsements! 1 she is a piece of trash thinking this wouldn’t come full circle. she basically spit in the faces of real victims just to get ahead. boycott anything and everything she’s involved with! #recastmera 1 this monster nearly cost johnny his life! i will not stand by and allow her to continue making movies/endorsements while he was blacklisted from here say! 1 johnny was blacklisted based on this #metoo darling’s lies, but now she’s running scared! #fireamberheard #arrestamberheard #metooliar #istandbehindjohnnydepp 1 she deserves jail 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Sara Roberts", n=3, threshold=0)
df_comments.query(" username == 'Deborah Skikos' ").comment.value_counts().head(60)
i believe she has abused johnny and all of us who have to listen to her lie and we don’t need to see her anymore. we shouldn’t have to give up l’loreal because they keep her but i will. 1 i will never watch the stand because of amber heard. i love stephan king, but having her a part of this when you knew about her abusing depp makes me sick. do better next time and listen to the truth. 1 i don’t like liars. they have no place to spread lies in society. liars must be stopped. 1 she’s lied, abused, blackmailed her untalented arse long enough. she should be done, finished, blackballed. 1 if anyone has ever gone to jail for perjury then this woman deserves to go. 1 can’t have an abuser representing abuse victim. it make you a joke. people know now. so it’s time to clean up. 1 amber heard is an imposter. she is not a victim or survivor of domestic violence. she needs to stop her charade and aclu, metoo, and timesup need to get some reality to who they are supporting. it’s going to bottom out. 1 amber heard has committed the crime of abuse causing great bodily harm. she has also lied in court to frame an innocent man. she abused her wife her assistant, her sister and her parents. it’s suspected she has abused cara and elon. she needs to be stopped as much as a serial killer can’t stop and needs to be stopped. 1 i sign all petitions from t justice and this one is important. 1 he should never have lost his roles in the first place. he should get them back. 1 this man deserves to have peace. amber heard and her lover while married to johnny, elon musk have caused enough hurt and pain with her lies and him shoring her up. we the people can stop this. 1 be fair, be just, be truthful. i’m so sick of this injustice. 1 these people make me sick. i will never believe their lies. this is so horrible it has corrupted all domestic abuse survivors. 1 she should be fired. she doesn’t deserve to keep her role while the innocent person who has realtalent gets fired. 1 investigate everything. 1 amber admitted abusing johnny. he only tried to calm her like calming a tornado. poor man. then she accuses him of what she did. 1 i feel strongly this judge showed extreme bias in this judgement for ms. heard. the judge also has questionable ties to the sun through his own son working for them. this verdict is contaminated and has caused extreme suspicion of the whole justice system around the world. thank you. 1 an abuser is not a good spokesperson. she has shown not an ounce of remorse and shouldn’t be allowed to get away with it. 1 i’m signing only to support johnny depp. he was fired because of lies he was an abuser when it’s proven he was the one abused and disney should apologize. disney doesn’t deserve him. he made the pirates movies iconic. they are his masterpieces and only his. 1 remove amber heard yes. but after everything i’ve learned about aclu, they should go down and be sh as med along with amber heard 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Deborah Skikos", n=8, threshold=0)
df_comments.query(" username == 'Cesar Ramirez' ").comment.value_counts().head(60)
johnny depp is innocent, amber heard is a lier, amber heard is an abuser, johnny depp needs to comeback gellert grindelwald for fantastic beast 3. 1 warner bros. you owe johnny depp an apology, johnny depp is the victim of abuse, johnny depp is innocent, johnny depp has been abused by amber heard, amber heard is an abuser, amber heard is a lier, johnny depp deserves his job back from warner bros, amber heard deserves to be fired from warner bros. for all of her lies of the allegations, and we like to say that women's are not the only ones to be the victim of abuse, men’s can be the victim of abuse too. 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 johnny depp needs to comeback as captain jack sparrow for pirates of the caribbean movie because he is the main role for the pirates of the caribbean movie franchise, without johnny depp, pirates of the caribbean would never succeed, johnny depp needs to return for pirates of the caribbean and he deserves his role back as jack sparrow.\njustice for johnny depp 1 amber heard is a lier, abuser, and a husband beater, amber heard should not work in tv shows and movies ever again, amber heard should be fired from all here lies, amber heard should be in jail for lying under oath, johnny depp deserves justice, johnny depp is the victim of domestic abuse, johnny depp is innocent, johnny depp deserves to work in tv shows and movies, johnny depp deserves to comeback in pirates of the caribbean, and fantastic beast 3.\njustice for johnny depp 1 emilia clark is the perfect one to mera in aquaman 2, emilia clark is perfect for the role and i believe emilia clark would be perfect as mera, amber heard is a lier, abusive, and a husband better, amber heard deserves to be fired from aquaman 2 and emilia clark deserves the role of mera in aquaman 2 1 i believe that amber heard spent all that money for plastic surgery and believe she should show her $7 million dollars of plastic surgery receipt. 1 amber heard should be removed as spokesperson for all of her lies, for abusing johnny depp, and amber heard should be in for lying under oath 1 because johnny depp is the one and only jack sparrow and grindelwald, johnny depp is innocent, johnny depp is a great actor, johnny depp deserves justice, johnny depp deserves his role back, and johnny depp deserves a second chance. 1 johnny depp is jack sparrow, and he is the only actor for pirates of the caribbean, without johnny depp, the pirates of the caribbean movie would fail. 1 amber heard cannot play rapunzel, because she is a horrible actress, she can’t even sing, she’s to old to play rapunzel because rapunzel is 18, and the only person who could play rapunzel is from ages 18 - 27. 1 because amber heard is a liar, abusive, and a narcissist, amber heard should be fired from aquaman because she’s an abuser and needs to be sentence to life in prison for her perjury and it’s not right that you fired johnny depp from fantastic beast 3 because johnny depp has never laid a hands on anyone and johnny depp is the victim of domestic abuse and johnny depp is the one who deserves justice and johnny depp deserves movie roles back. 1 i saw the body cam footage of the penthouse and there is not a single damage in the penthouse, no injuries, no shattered glass on the floor, no wine stain on the rug and no damages on the wall. so there is the evidence that amber heard lied about the penthouse damage. 1 because it’s time for amber heard to tell the truth that she abused johnny depp and lied about donating $7 million dollars to aclu and chla. johnny depp is innocent and i believe that johnny depp is honest. 1 because johnny depp is captain jack sparrow, johnny depp is pirates of the caribbean, johnny depp can never be replaced, captain jack sparrow can never be replaced, if johnny depp is not in pirates of the caribbean, the movie will fail the box office, the movie will not be successful as five pirates of the caribbean were before, we not pay you money to see pirates of the caribbean without johnny depp, disney if you don’t want pirates of the caribbean to fail, do us a favor and listen to us , rehire johnny depp back as captain jack sparrow for pirates of the caribbean, johnny depp is the only one to make pirates of the caribbean a successful movie franchise, johnny depp is the only one for the pirates of the caribbean franchise, amber heard was the one who abused johnny depp, johnny depp was the victim of abuse, amber heard lied about the allegations, johnny depp is innocent, johnny depp deserves justice, johnny depp deserves his movie roles back, johnny depp deserves the truth. justice for johnny depp 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Cesar Ramirez", n=6, threshold=0)
df_comments.query(" username == 'Linda Lundgvist' ").comment.value_counts().head(60)
he deserves justice!! i am not a bot 1 fire amber heard she is not a victim! i am not a bot. 1 amber heard is the domestic abuser not johnny depp. fire amber heard!! i'm not a russian bot. 1 the uk was a joke of a trail. johnny depp is the victim and amber heard is the domestic abuser. johnny depp deserves justice! i'm not a bot. 1 if jack sparrow isn't in the movie i won't se it! and not just a cameo. i'm not a russian bot. 1 no-one can replace johnny depp as jack sparrow in the pirates of the caribbean movie. he is the one who made it what it became! i won't se it and either will my family or friends. i'm not a bot 1 johnny depp is the victim. amber heard is the domestic abuser. give him his roles back! i'm not a russian bot or any bot of any kind. 1 amber heard you don't speak for the real victims of domestic violence. i am not a bot. 1 yes where are pistol and boo? amber heard should go to jail for lying to australia! i am not a bot. 1 blacklist amber heard. i am not a bot! 1 you can never replace johnny depp! i am not a bot.. 1 she isn't a hero she is a abuser. i am not a bot. 1 i will never watch a movie with amber heard in it. i am not a bot. 1 amber heard are the abuser. johnny depp is the victim. i am not a bot 1 she has broken many laws and deserves to go to jail. i am not a bot! 1 fire amber heard. i will never watch a movie with her in it. i am not a bot. 1 i love jason momoa but i will not watch a movie with amber heard in it. i am not a bot! 1 justice for johnny depp.. i am not a bot. 1 stop punnish johnny depp! he is the victim! i'm not a bot (i write this so that no-one can say i am) 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Linda Lundgvist", n=5, threshold=0)
df_comments.query(" username == 'Angela Marie' ").comment.value_counts().head(60)
anyone that supports amber heard is supporting the perpetrator of domestic violence. #justiceforjohnnydepp 1 anyone that supports amber heard is supporting a perpetrator of domestic violence. #justiceforjohnnydepp 1 amber heard is the perpetrator of domestic violence. abusers should not be role models for our children! 1 amber heard is a perpetrator of domestic violence violence and she has lied consistently and framed an innocent man. #justiceforjohnnydepo 1 amber heard is clearly the perpetrator of violence in her relationship with johnny depp. the audio proves without a doubt that she is guilty. she must be held accountable for her abuse and lies. #justiceforjohnnydepp 1 amber heard is the perpetrator of domestic violence. she has a long history of abuse. she was arrested in 2009 for domestic violence. then in audio amber admits to physically assaulting her ex husband and being responsible for the loss of his finger. she made false allegations against an innocent man. this is only the start of it texts and emails have shown amber heard exhibiting racist behaviours- joking about racism , using the n word and making fun of a black homeless man. this is not acceptable l’oreal and disgusting that you support a person such as amber heard. 1 johnny depp played the character brilliantly and has brought joy to viewers for years. amber heard is the perpetrator of domestic and her elaborate hoax has been revealed. #justiceforjohnnydepp 1 amber heard is a perpetrator of domestic violence. she lacks respect for others. she must be held accountable for her actions. 1 amber needs to be held accountable for her disgusting lies and hoax! 1 i demand that there be a review into the judicial misconduct of judge nicol in the johnny depp libel case. the judge had way too many connections- his son’s connection to dan wootton and thesun as well as many others. this was in no way a fair trial. 1 amber heard was arrested in 2009 for domestic violence. this is disgraceful. she then went on to physically, emotionally and financially abuse johnny depp. the stand is due to come out soon- i demand amber not partake in any publicity for this series. i demand she not be rehired for anything ever again. she’s an abuser! 1 #justiceforjohnnydepp 1 amber heard was obviously the abuser in the relationship. she has a history abusing partners and was arrested in 2009 for domestic violence. it is obvious her friends are lying- they were all using johnny depp - living tent free in his apartments. they must be held accountable for their hoax 1 amber is an abuser. she made fraudulent claims. hold amber heard responsible for her actions! 1 amber heard was arrested in 2009 for domestic violence, she continued her abuse by abusing mr johnny depp- physically, emotionally & financially. she attempted to blackmail him and created false accusations. she boasted for years that she donated the entire amount of her divorce settlement 7 million dollars- another proven lie. she is a fraud and abuser. she should be fired from all roles and blacklisted from hollywood. she must be held accountable & she deserves prison time. she is no role model for children and should not be representing companies. 1 this movie is brilliant- the world must know the story of minamata. this movie must be released in the us 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Angela Marie", n=3, threshold=0)
df_comments.query(" username == 'Amy Hope' ").comment.value_counts().head(60)
amber is an abuser and continues to lie about it then turns around to charge and blame her ex-husband as the abuser. send her packing! don't buy ,l'oreal products until she is sacked. 1 i am sure when young girls look for role models, they wouldn't want to support a company or woman connected to domestic abuse. the evidence is mounting against amber heard everyday. even her ex-employee, who had suffered a sexual attack, amber stole her story for herself to use against her own husband, a gentle, loving & generous human being! 1 you are responsible for getting this film out for the world. are you one of the big brother corporations that keep these important issues under the rug? depp has a huge following in japan & asia, are you going to bypass these key populations ? not to mention the large depp head population in the us! 1 it's time to tell the truth, amber heard! not your truth, the truth! you are the abuser not johnny depp! you have also abused your sister for years! 1 johnny depp is captain jack sparrow!!! bring him back!!! 1 i believe in johnny depp; i believe in justice for johnny depp. i believe johnny depp is the only real grindelwald! 1 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 domestic abusers, like amber heard don't deserve, spotlights, large grotesque payouts, or pr that goes after prominant, qualified, legendary, awesome actors as johnny depp by falsifying photos of abuse and announce on audio "yes, i did start a physical figh" and then make up more lies to cover herself. they don't match up.... her multitudes of lies!!! \nshe's not afraid of her ex-wife husband, so that's bull. she didn't give 7 million of her divorce settlement to the children's hospital of la!! this is not amber's first time in court for abusing an ex. drop her like a hot potato, she is dangerous! 1 indicted for wife-abuse, caused harm, mentally and physical injury to husband and blindly denied it. woman is dangerous, maniacal, lying, deceptive and violent!!! 1 #boycottwarnerbros, jerks!! 1 ugh, a known abuser of her ex-husband, ex-wife, and others. she confessed to this but won't agree with the confession on audio! this person needs medical help for her mental health. she must pay for the devastating amount of pain, financial expense, and humiliation of america's beloved actors, johnny depp! 1 johnny depp is innocent you idiots!!! i will be more selective of my film viewing,, no wb pictures until you write and display a public written apology to johnny deppii! 1 injustice and fear of losing $ brought us to his place. be a real human being & do the right thing! depp is the victim here; he lost a civil libel lawsuit by a crooked, biased judge who swept away all of jd's actual physical evidence and witnesses! not fair!!! do the right thing by johnnydepp! 1 very disturbing actions and statement considering the judge and the audio, witnesses, the tons of evidence dismissed by said jugde. case must be looked over, completely by a non biased official! 1 in this year of 2020, we should have better court systems & better, fairer judges, so every citizen knows they are getting a fair & just court experience. johnny depp didn't get a fair trial, let him get his appeal heard fairly! 1 johnny depp is a perfect grindlewald, leave him alone! amber heard caused not just harm to him, but had to have a major surgery, where he got mrsa 3 times. almost lost his hand, arm, or his life. johnny not only suffered physical abuse but also mental and emotional abuse for years! but he doesn't whine about it like his peevish ex-wife, whom he never caused violence to. 1 she is not only abusive but is stingy when dealing with women (woc) art entrepreneurs! the public has no idea what happened to pistol or boo. she cut off johnny depp's finger when she threw a full bottle of liquor at him, and still blamed him for his injuries! she uses other people's babies & children for quick publicity shots for the media! 1 you know why! just do it! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Amy Hope", n=7, threshold=0)
SAME UserNames IN YouTube Analysis¶
df_comments.query(" username == 'Lindsey Depp' ").comment.value_counts().head()
i honestly don’t think that amber heard should no longer be the spokesperson for domestic violence, seeing what she did to my darling husband to be johnny depp 1 i’m signing this cause i believe my husband to be johnny depp is 20000% innocent and should get his role as captain jack sparrow back with sincere apology and massive rise, he should never have been kicked off if it weren’t for that evil, twisted pyschotic barn witch scamber and her compulsive and pathological lying 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Lindsey Depp", n=3, threshold=0)
df_comments.query(" username == 'Linda Landry' ").comment.value_counts().head()
i’m signing this petition because she is an abuser who should not be rewarded. amber i am not being paid to sign this petition and i am not a bot and you are delusional if you think johnny’s supporters are not real people. 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Linda Landry", n=7, threshold=0)
helpers.contr_peaks(df_comments, "Yalonda Howell", n=6, threshold=0)
df_hate.query(" username == 'Yalonda Howell' ").comment.value_counts().head()
boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 i will not support a reoccurring husband abuser as a reoccurring abusing superhero that steals millions from sick little kids get rid of this awful woman who poops in her bed beats on her husband and destroys the #metoomovement for real survival victims every step this woman takes there's another victim that lies behind her if you guys seem to think that your pockets are heavy enough go for it because you seem to think that you control things and the fans do not i got news for you it's us fans that put money in your pockets it's us fans that buy the tickets to watch your pathetic amber heard on the screen right? boycott everything this woman is in everything everything she is affiliated with every person that she knows i don't care this woman deserves to be in jail she doesn't deserve to be rewarded for her bad doings she pledged to give that money to them children she didn't pledge to donate over a period of time no she pledge to give the full amount i wonder how many sick little kids died because of her decision ask yourself that amber heard congratulations you are the most hated woman in the world the most hated woman in the world that's all you're good for everything you touch turns to s***#jd keep your head up cuz your fans will definitely got your back!!!!!! sorry jason momoa you are fine as the red wine that amber heard drinks two bottles of every night i really wish that you and the cast i'll say would not have to be dragged into all this nonsense craziness i wish you nothing but the luck of a fan to all of you except for amber heard she is the only downfall that you guys have you seem to think you're going to get some extra publicity and some extra likes but really you'll see when it comes out i guess 1 i will not be watching anything this reoccurring husband abuser i'm going to take millions from sick little kids poop in my own bed pay my friends off sever my ex-husband's finger hope that he dies file for a divorce days after his mother passes away i will not allow my child to idolize a reoccurring abusing superhero!!!#jd keep your head up cuz your fans won't definitely got your back!!!!!!!!!!!!!!!!!! 1 Name: comment, dtype: int64
helpers.contr_peaks(df_comments, "Laura Peterson", n=6, threshold=0)
# print('\nThe Amplifications in the counts and number of likes on #justiceforjohnnydepp is quite obvious!!')
df_same = df_threat.groupby(["comment", "date"]).agg({'id':'count', 'likes':'sum'}).reset_index()
df_same.rename(columns={'id': 'ncomments'}, inplace=True)
df_same.sort_values(["ncomments", 'date'], ascending=[False, True]).head(60)
| comment | date | ncomments | likes | |
|---|---|---|---|---|
| 326 | i am neither russian nor a bot. amber heard ha... | 2021-04-18 | 6 | 6 |
| 807 | stop punishing the victim of the abuse! | 2020-11-10 | 3 | 1 |
| 46 | amber heard has a history of being abusive emo... | 2020-12-19 | 3 | 1 |
| 310 | heard is a fucking lair... put her in jail, an... | 2021-02-03 | 3 | 1 |
| 72 | amber heard is a liar, and johnny depp doesn’t... | 2021-07-16 | 3 | 0 |
| 753 | she makes it look like being abused is a joke.... | 2020-02-22 | 2 | 2 |
| 100 | amber heard is the embodiment of hell | 2020-11-08 | 2 | 0 |
| 202 | burn the witch | 2020-11-17 | 2 | 0 |
| 689 | she deserves it | 2020-11-19 | 2 | 1 |
| 814 | the abused should not be punished whilst the a... | 2020-11-27 | 2 | 1 |
| 284 | he is the victim and should not be punished fo... | 2021-02-04 | 2 | 1 |
| 230 | equal rights. johnny lost his rolls, equally s... | 2021-07-01 | 2 | 2 |
| 676 | she abused a man 23 years older than her and l... | 2021-08-09 | 2 | 1 |
| 60 | amber heard is a cruel and vicious woman who h... | 2016-07-03 | 1 | 9 |
| 379 | i never trusted that scumbag bridezilla she sh... | 2016-11-05 | 1 | 2 |
| 149 | amber tried to extort $ from johnny by demandi... | 2016-11-06 | 1 | 1 |
| 189 | because no man, not even johnny depp, should b... | 2016-11-07 | 1 | 2 |
| 548 | johnny depp is an asshole that shoud be thrown... | 2017-11-22 | 1 | 0 |
| 59 | amber heard is a criminal...supporting crimina... | 2018-08-16 | 1 | 16 |
| 122 | amber heard was arrested and spend a night in ... | 2018-12-26 | 1 | 0 |
| 123 | amber heard was arrested for domestic abuse ag... | 2018-12-26 | 1 | 1 |
| 785 | she was arrested for dv against her girlfriend... | 2018-12-26 | 1 | 0 |
| 642 | no one who has been arrested and held in a jai... | 2018-12-27 | 1 | 0 |
| 267 | he has done such amazing work, and i'm sure ha... | 2019-04-24 | 1 | 0 |
| 592 | johnny is the victim we need to stop punishing... | 2019-04-24 | 1 | 0 |
| 369 | i have never followed celebrity problems in my... | 2019-10-19 | 1 | 1 |
| 227 | ember heard is a good actor. in the other hand... | 2019-11-11 | 1 | 6 |
| 332 | i am signing because she deserves it. | 2019-11-11 | 1 | 6 |
| 519 | johnny depp deserves justice. his abuser deser... | 2020-02-03 | 1 | 0 |
| 504 | i’ve loved this man since i was little. he is ... | 2020-02-04 | 1 | 1 |
| 156 | any abuser shouldn't escape law. she's proven ... | 2020-02-06 | 1 | 2 |
| 667 | put her ads in prison, get her out of fame for... | 2020-02-10 | 1 | 0 |
| 769 | she needs to pay for her crimes. all of her cr... | 2020-02-11 | 1 | 0 |
| 783 | she should not be the spokesman for any high p... | 2020-02-11 | 1 | 228 |
| 22 | abusers should be punished for their crimes. t... | 2020-02-12 | 1 | 0 |
| 237 | fire her, send her to jail | 2020-02-12 | 1 | 2 |
| 314 | her disgusting actions should be punished. | 2020-02-12 | 1 | 1 |
| 756 | she must serve time in jail. | 2020-02-12 | 1 | 1 |
| 779 | she should face the same punishment that depp ... | 2020-02-12 | 1 | 0 |
| 801 | society immediately assumed amber heard was a ... | 2020-02-12 | 1 | 1 |
| 61 | amber heard is a despicable person and should ... | 2020-02-13 | 1 | 2 |
| 380 | i really find abhorrent when women use their g... | 2020-02-13 | 1 | 1 |
| 800 | simply put: shell go to jail! | 2020-02-13 | 1 | 0 |
| 868 | this woman does not deserve to be a spokespers... | 2020-02-13 | 1 | 2 |
| 139 | amber is the most abusive, lied and have past ... | 2020-02-14 | 1 | 0 |
| 403 | i'm not a big fan of "cancel culture" because ... | 2020-02-14 | 1 | 2 |
| 154 | amber, you destroyed the career of jonny depp ... | 2020-02-15 | 1 | 1 |
| 214 | domestic abuse should be punished equally betw... | 2020-02-16 | 1 | 2 |
| 724 | she is a bad person, she abused johnny depp ve... | 2020-02-16 | 1 | 0 |
| 486 | i’m sick of this injustice. and to think my fa... | 2020-02-18 | 1 | 1 |
| 670 | remove her!!! burn the witch | 2020-02-18 | 1 | 0 |
| 411 | i'm signing because i love johnny depp, i have... | 2020-02-20 | 1 | 0 |
| 433 | if a man did to a woman what she did to her ex... | 2020-02-20 | 1 | 0 |
| 722 | she has abbused her ex husband, she is not in ... | 2020-02-20 | 1 | 1 |
| 71 | amber heard is a liar & an abuser. she should ... | 2020-02-21 | 1 | 0 |
| 196 | because, the punishment should fit what she at... | 2020-02-21 | 1 | 0 |
| 395 | i was in an abusive relationship and was reall... | 2020-02-21 | 1 | 1 |
| 417 | i'm signing because men get a zero strike syst... | 2020-02-21 | 1 | 1 |
| 442 | if the rules were reversed he'd be in jail. | 2020-02-21 | 1 | 1 |
| 498 | i’m signing this because amber heard is a dome... | 2020-02-21 | 1 | 6 |
df_same.comment.value_counts().head(20)
she deserves it 7 abusers should be punished 2 she needs to be in jail 2 amber heard should be in jail 2 she is a criminal 2 "deeply embedded blood sucking tick" lmfao! that was epic!\n\na blood-sucking tick lol... that's just how i would describe my incredibly jealous, cheating, narcissistic last girlfriend/ fiancé -- whom i made the huge mistake of bringing into my home. she did to me something very similar to what amber heard did to johnny depp. in some ways even worst, though... just without all the suing back n forth. in my case i had to take all the abuse and the cheating on her part for years; and then she added insult to injury by demonizing me even further in court after sticking me with a highly damaging restraining order when i couldn't take it any more and decided to pack her bags and remove her from my home. after that, she proceeded to vilify me with her incessant "abuse" rant at work and on social media. that was her vengeance for me breaking up with her and "kicking" her out. oh, she made up so much sh*t! that's why i no longer believe everything that's made public in these so-called domestic violence cases. yes, there are always some truths mixed in, but always sprinkled with plenty of atrocious lies to make things appear out of the ordinary and to render the man "abusive". then there's the real truth that never comes out to the public... what truly happened. but the court never wants to hear that, oh no.... they are just focused on making the man appear "abusive" and deserving of punishment. nothing but nonsense.\n\nanyway, yeah..., amber heard should get the boot for being an annoying crybaby and a truly abusive person (in many ways) and for her never-ending lies. and that dude.. whatever his name is... the dude that's been protecting and supporting her all this time, he too needs to go asap. no place for abusive people and ultra-feminist idiots in society. it's time for a change. all i know is that i won't be watching any of their productions any time soon if those two are in them or involved in any way. 1 letting an abuser get away with her actions just because she's a woman is disgusting! don't punish the victim, punish the abuser! give him back his life and career! 1 literal criminal and should be in jail 1 lies go to hell 1 let her go ! she is a criminal and should serve her time like any one else. 1 let these women rot in hell 1 little bitch, she should be thrown in jail,vanessa paradee was married to him and bore his children, she above anyone would knoe\nw if he was an abusive woman beater, and clearly he was not 1 killher 1 justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 justice should prevail no matter what. abuse of all kind should not be encouraged or entertained. why punish one and let the others behaviour be accepted. 1 justice must be made!!! all abusers must be punished!!! 1 literally retarded that when proven innocent, and the victim, he is punished for it. 1 lying narcissistic physical and verbal abusers to both men and woman only deserve to rot in prison. 1 lying bitch who deserves to be in jail. 1 justice for jonny. stop accusing him of what his slutty wife did. he does not belong in jail. and you know what's dumb? society is trying to help mens mental health but one of the most known man in the world is being punished for what his whore wife did. wow. great job society. you must really care about mens mental health 1 Name: comment, dtype: int64
# importlib.reload(helpers)
helpers.users_peaks(df_comments, ' in jail', n=10, threshold=0, mode='contain')
helpers.users_peaks(df_comments, ' to jail', n=10, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'i hope she goes to jail', n=10, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'put her in jail', n=10, threshold=0, mode='contain')
helpers.text_peaks(df_comments, 'she deserves it', n=2, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'she deserves it', n=10, threshold=0, mode='contain')
df_all_jail = df_threat[df_threat.comment.str.contains('jail')]
print(f'{df_all_jail.shape[0]} contributions, on {df_all_jail.petition_slug.nunique()} Slugs, made by {df_all_jail.username.nunique()} Users')
df_all_jail.head(2)
262 contributions, on 39 Slugs, made by 238 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1181 | 532266899 | i never trusted that scumbag bridezilla she sh... | 8655098 | 2 | comment | 2016-11-05 19:34:11+00:00 | 28268805 | Gail Costenbader | Edison | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-05 | Nov | 5 | 19 |
| 1096 | 533411285 | because no man, not even johnny depp, should b... | 8655098 | 2 | comment | 2016-11-07 21:02:32+00:00 | 117524405 | Lori Hatfield | Quincy | US | en-US | kate-quinn-support-jk-rowling-s-fantastic-beas... | against | 2016 | 2016-11-07 | Nov | 7 | 21 |
helpers.text_peaks(df_comments, 'jail', n=2, threshold=0, mode='contain')
helpers.users_peaks(df_comments, 'jail', n=10, threshold=0, mode='contain')
df_all_hell = df_threat[df_threat.comment.str.contains('hell')]
print(f'{df_all_hell.shape[0]} contributions, on {df_all_hell.petition_slug.nunique()} Slugs, made by {df_all_hell.username.nunique()} Users')
df_all_hell.head()
57 contributions, on 14 Slugs, made by 54 Users
| id | comment | commentable_id | likes | role | created_at | user_id | username | user_city | user_country_code | user_locale | petition_slug | status_manual | year | date | month | dayofmonth | hour | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 21030 | 774758050 | this woman does not deserve to be a spokespers... | 20196023 | 2 | comment | 2020-02-13 16:54:49+00:00 | 234882436 | Jaime Halliwell | Wigan | GB | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-13 | Feb | 13 | 16 |
| 21016 | 774769768 | simply put: shell go to jail! | 20196023 | 0 | comment | 2020-02-13 21:08:05+00:00 | 962410453 | Fatima Gattwinkel | Jeddah | SA | en-GB | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-13 | Feb | 13 | 21 |
| 20636 | 775278763 | let these women rot in hell | 20196023 | 0 | comment | 2020-02-21 15:40:27+00:00 | 421554602 | Premm Krishna Shenoy | NaN | IN | en-IN | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-21 | Feb | 21 | 15 |
| 20553 | 775324595 | i don’t like narcissistic monsters and refuse ... | 20196023 | 0 | comment | 2020-02-22 09:30:20+00:00 | 756899140 | Nicole Gaskett | NaN | AU | en-AU | l-oréal-remove-amber-heard-as-l-oreal-spokespe... | against | 2020 | 2020-02-22 | Feb | 22 | 9 |
| 26336 | 776015891 | i have watched johnny depp forever and i have ... | 20186707 | 1 | comment | 2020-03-03 13:30:37+00:00 | 628597346 | Jessica Cox | Spokane | US | en-US | justice-for-johnny-depp | against | 2020 | 2020-03-03 | Mar | 3 | 13 |
df_all_hell.comment.value_counts().head(60)
amber heard is the embodiment of hell 2 go to hell amber 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 she is an abuser no way in hell she can be in that movie again 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 rus\nактёр, что ведёт себя, как последняя тварь не может играть в этом фильме и эту роль. к чёрту её и её лживую морду.\neng\n(an actor who behaves like the last creature can't play this role in this movie. to hell with her and her lying face.) 1 she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 i’m signing because johnny depp is one of my favorite actors, and i love the pirates of the caribbean movies. amber heard can go to hell 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 this woman does not deserve to be a spokesperson for anything! she is an abuser. plus i've been a johnny depp fan for 27 years and there is no way in hell i ever believed that he would cause harm to anyone. get rid of her!! 1 amber should rot in hell. he deserves justice 1 she’s a man abuser and is a demon from hell 1 ihope that bitch is fucking routing in hell. johnny depp deserve better!!! 1 if i will not seen him in those movies i wont watch them...to hell with disney 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 i’m all in the #metoo movement but just because men abuse majority of the times does not mean they cannot be victims as well. johnny deserves justice amber the witch of hell needs to be held accountable and to lose all her movie deals and contracts!! 1 i have watched ah and i believe she used depp to springboard her career. i think she should endure what she put depp through. i refuse to watch her in anything. to use someone elses life to give yourself power is disgusting. to abuse someone else while you confront your sexuality, which is what i believe happened, is sadistic and evil. if ms. heard wants to muff dive some other woman, news flash, no one gives a damn. however accusing depp to make yourself look like someone "vulnerable" is sick. \ni want depp to be given his life back. heard can go to hell. for those of you who think i am harsh, i lived in an alternate lifestyle for quite a few years but i didn't have to destroy someone else's life to have my own. 1 this evil plotting, narcissistic, dishonest, cold hearted, gold digger deserves a hell of a lot worse than just getting fired. she needs to be banned from anything related to hollywood, acting, doing films etc. she shouldn't even be allowed to do a damn tampon commercial. she used johnny to improve her sad little, so called acting career by riding on his good name. once things improved in her career, she was done w him but instead of just having an amicable divorce, her greedy ass has tried to tear his world apart by falsely promoting herself as a victim & by keeping him in court, this keeps her worthless ass in the spotlight. \nif there's any real justice in this, johnny will win his next case against her, clear his good name & she should be convicted of perjury & for providing false information about their relationship & her friends that testified & perjured themselves all for her, should all rot in jail. that would be justice. 1 amber heard deserves hell for what she did to him, he did nothing 1 it’s time we believed the victim. i’m so outraged that this bimbo’s lies will harm so many—including and especially *actual survivors*. she can go to hell. or back to texas, either one. 1 i'm signing this because we'll first lord forgive me but i hope she burns in hell 1 because amber heard deserves to rot in hell. 1 johnny depp ain’t diserve this bullshit, and she can go to hell 1 simply put: shell go to jail! 1 she belongs in hell 1 let these women rot in hell 1 i don’t like narcissistic monsters and refuse to have her represent women ever again. go to hell you she-devil 1 i have watched johnny depp forever and i have watched his body language... it brings me to johnny would never do those things! screw you amber, i hope you rot in b movie hell 1 what a despicable example of female empowerment. go to hell amber heard. #justiceforjohnny and i can’t even say that i was ever a johnny depp fan. fuck you amber heard 1 this woman should be imprisoned. and she even pretends to be a feminist lololol. go to hell amber heard. 1 amber heard is a fucking bitch who lied and has a spot next to hitler and dahmer waiting for her in hell 1 i'm signing because amber heard is a disgusting abusive person, i believed her but after the tapes and all the pictures of johny's injuries, hell no!!!! especially when all the photos she claimed that she had injuries had none what so ever!! this person belongs in jail. i feel so bad for johnny, something deep down inside me knew it was a lie, he is too much of a good person. this lady does not deserve any platform to be a role model, anything she endorses i will not buy or believe. horrible lady. 1 johnny's been my favorite actor since i was a kid, and i've never stopped believing in him. i've always known he had a good heart in addition to being talented, and i hate amber for trying to make johnny's life a living hell. she deserves to rot in jail and he must be vindicated. let's protect johnny at all costs!! 1 justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 amber heard is going to hell for this \nfuck wb\njustice for johnnydepp 1 a disgusting person. a disgrace to the human race. i hope she rots in hell 1 voting because liars should rot in hell 1 lies go to hell 1 she can have a fun time rotting in hell. 1 because amber heard is the devil. johnny depp deserves to have his career back, #justiceforjohnny amber heard can rot in hell 1 she is an abuser and doesn’t deserve to continue her career as johnny depp loses his! she deserves to rot in hell! 1 amber heard deserves to burn in hell 1 go to hell amber heard. #justiceforjohnny 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 what the hell amber heard deserves being treated like a burnt pig shame 1 yo this girl can go to hell, real pos 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 amber is a nobody, and will never be good in the film industry. she should be blacklisted from hollywood and imprisoned for making johnny's life a living hell!! 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 amber heard should burn in hell 1 Name: comment, dtype: int64
helpers.text_peaks(df_threat, 'hell', n=2, threshold=0, mode='contain')
helpers.users_peaks(df_threat, 'hell', n=10, threshold=0, mode='contain')
Primarly Text Investigations¶
df_amber = df_comments[df_comments.comment.str.contains('amber')]
# # KYS is an internet acronym standing for “kill yourself
# threat_text = {' death', ' death ', 'burn', 'burninhell', 'burn in hell', 'kys', ' go kys', ' raped', 'get raped',
# 'go die', 'diecunt', 'go to hell', 'gotohell', 'beaten', 'beaten up', 'deserves it', 'kill amber',
# 'kill her', 'deathtoamber', 'death to amber', 'to death amber', 'she’s trying to kill him',
# 'kill yourself', ' deserves', 'ambich'}
# threat_text = {' go die', 'die cunt', 'kill heard', 'kill her', 'kill amber', 'kys fuck you amber', 'deathto',
# 'death to fascists', 'death to a turd', 'death to mera', 'death to all narcissistic', ' hell',
# 'death to anybody not supporting johnny', 'death to femnazis', 'kiss of death', 'burn',
# 'deserve', 'death amber', 'go kill yourselves', 'kill all the people who disliked'}
# all_threat = death_kill | burn_hell | crime_jail
death_kill = {'death to', 'die amber', 'catch covid and die', 'she dies', 'and to die',
'die amber', 'will murder', 'amber can die', 'kill yourself', 'kill herself', 'kill amber',
'be killed', 'killher'}
df_comments[df_comments.comment.str.contains('deathto')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('death to')].comment.value_counts().head(60)
in this house we hate abusers! death to her career, she deserves to be in jail!! 1 amber heard is not telling the truth! she cut his finger off and antagonized him shortly after his mother’s death to get money and fame for herself. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('she dies')].comment.value_counts().head(60)
i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('and to die')].comment.value_counts().head(60)
because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('amber can die')].comment.value_counts().head(60)
johnny depp deserves an apology and his job back from warner bros. amber can die for all we care. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('die amber')].comment.value_counts().head(60)
eat shit and die amber :))) 1 no one should be paying this abusive cunt anything. hope you die amber heard ✌ 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('die')].comment.value_counts().head(60)
the fact that amber filed for divorce the next business day after johnny's mom died shows how callous she is. then asking for $50k/mo & when she didn't get it, then she files a restraining order a week after the alleged incident, asking for $ again?! that's not what ro is for! not to mention moving bruises! then she claims police are lying in 2 different police departments in 2 different states for 2 different incidents? amber is the one arrested for domestic violence! please sign & share! 1 i am a survivor of dv. \ni left 13 years ago, after 8 years. the whole experience has left me with bpd, c-ptsd and an anxiety disorder which is a struggle daily. \ni too have read, listened, watched and studied all the uk and us available case documents and have come to my own conclusion that johnny depp is the dv survivor here. \namber, you do not speak for me! 1 i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 queremos a depp. y amber es una mentirosa y por su culpa van a salir afectados los demás actores y demás sujetos \ny a penas dc cómics está haciendo sus películas como para que ella llegué y lo arruine todo. también está jodiendo a warner bros y por eso tiene que sacarla y hay que ayudar para que eso pase.\n\nqueremos a depp de vuelta a warner bros 1 i'm boycotting all of warner bros. films, tv shows and merchandise from now on! what they have done to johnny depp is inexcusable. he is an innocent victim of dv and has been cruelly slander against. the majority of the public is on his side, the massive backlash wb is getting is proof of that. we've listened to the audios, read the court transcripts, seen the evidence and it is clear to all of us that he is the victim. a terrible miscarriage of justice has taken place and it was unfairly wrong of wb to but the blame on johnny and force him out of fantastic beast. abuse has no gender! we believe him! he has more than enough evidence to prove what he says is true and no bias verdict will change our good opinion of him. warner bros has acted cowardly by firing him. but even more shocking, is how they have blantently ignored the concern and outcrys of their paying audiences, when we told them how much we want johnny depp back. they ignored a petition of a nearly 1.5 million signatures of real people, who wanted abusive and terrible actress amber heard removed from aquaman 2 after she admitted to hitting jd on tape. instead of listening to the people who make up their ticket sales, wb choose to dismiss us, mock us and try to silence us by saying we are inflated bots. well wb, i'm a real person and i'm very much offended by this. i support johnny depp wholeheartedly and i will only spend my hard earned money on studios and companies that do the same. if you ignore your audiences, you deserve to lose your audiences. 1 quiero justicia para johnny depp, así como a él lo despidieron de animales fantásticos también deben despedir a amber heard de aquaman 2, dejen de poner pretextos bobos porque saben muy bien que van perder más con ella en la película al igual que sin johnny en animales fantásticos #justiceforjohnnydepp 1 at first when i learned about the allegations against depp i believed heard. however, after reading the evidence presented in court and watching the recordings, i can clearly see amber heard is the abuser. two of depp’s exes (one of whom he was married to for 14 years) said he has never been violent or aggressive in the years they have known him. amber’s assistant spoke in depp’s defense by saying she never once saw heard bruised or injured in the overlapping years she worked for heard. this includes seeing heard’s body for fittings. heard’s parents stood behind depp. heard even hired a private investigator to dig up dirt on depp, and the investigator ended up speaking in favor of depp after speaking with 200 people that didn’t have a bad word to say about depp. depp literally lost the end of one of his fingers because heard threw a bottle at him. how can anyone really believe she isn’t an abuser? you must be blind to the clear evidence. watch someone who studies body language analyze the video of heard describing the abuse, her actions match with someone who is actually the abuser. heard has literally been accused of abuse in previous relationships, one of which was with another woman. if you can actually believe the lies she tells then you aren’t looking for the truth. 1 es injusto que amber siga en la liga de la justicia y que a johnny depp lo despidiera cuando ella tenía la culpa ella fue la que hizo violencia de género cuando un hombre golpea a una mujer está y cuando una mujer golpea a un hombre está bien no tenemos que votarla así como votaron a johnny depp y el era inocente 1 no es justo que apesar de que la mayoría de la pruebas apuntan que amber es la violenta, se siga acusando a johnny depp. gracias a las falsas acusaciones de amber, johnny está perdiendo papeles importantes mientras ella, clara mentirosa, sigue trabajando como si nada. 1 amber heard is a heartless lying manipulative bitch and i would rather die than watch her on screen 1 amber es una mujer abusiva y violenta, ahora la mayor parte de la gente se está dando cuenta que ella es la culpable de que johnny depp este perdiendo trabajo en películas. justicia para depp 1 porque jhonny es más persona que amber pues ella es una falsa, oportunista y conflictiva que solo con el daño de otro se puede hacer más grande pues por sus propios medios es una inútil. los actos han hablado solos nadie la apoya en realidad ni siquiera su propia familia. 1 amber heard is a bitch and needs to catch covid and die. preferably after she’s been proven in a court of law to be the gold-digging whore of babylon we all know her to be. 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 i will not support a reoccurring husband abuser as a reoccurring abusing superhero that steals millions from sick little kids get rid of this awful woman who poops in her bed beats on her husband and destroys the #metoomovement for real survival victims every step this woman takes there's another victim that lies behind her if you guys seem to think that your pockets are heavy enough go for it because you seem to think that you control things and the fans do not i got news for you it's us fans that put money in your pockets it's us fans that buy the tickets to watch your pathetic amber heard on the screen right? boycott everything this woman is in everything everything she is affiliated with every person that she knows i don't care this woman deserves to be in jail she doesn't deserve to be rewarded for her bad doings she pledged to give that money to them children she didn't pledge to donate over a period of time no she pledge to give the full amount i wonder how many sick little kids died because of her decision ask yourself that amber heard congratulations you are the most hated woman in the world the most hated woman in the world that's all you're good for everything you touch turns to s***#jd keep your head up cuz your fans will definitely got your back!!!!!! sorry jason momoa you are fine as the red wine that amber heard drinks two bottles of every night i really wish that you and the cast i'll say would not have to be dragged into all this nonsense craziness i wish you nothing but the luck of a fan to all of you except for amber heard she is the only downfall that you guys have you seem to think you're going to get some extra publicity and some extra likes but really you'll see when it comes out i guess 1 firmo para que la despidan a amber heard por que solo así es justo johnny deep perdio su trabajo por problemas personales y no les importó su trayectoria a ella le dieron la razón cuando no la tiene y él lo está perdiendo todo siendo inocente es injusto tiene q ser igualdad 1 se me hace muy injusto que la actriz amber heard siga con su trabajo de actriz en cualquier película, se le a perdonado todo solo por qué es una mujer, además sabiendo que ella era la que controlaba en la relación con jhonny depp y la que maltrataba fisicamente, además hay varias pruebas que apuntan a que ella era la culpable, por favor que no siga trabajando en películas como mujer me siento ofendida con que la estén defendiendo por haber cometido maltrato fisico en la relacion 1 ich unterschreibe diese petition ,weil ich mit allem übereinstimme, was darin angeführt wird...bis auf einen einzigen punkt; ich werde nicht dazu auffordern , amber heard zu boykottieren. \nherzlichst \nm. haselhoff 1 amber era la abusadora en su relación con jonny, y él es quien perdió el trabajo, que pague al menos perdiendo este papel 1 was ist bloß los in dieser welt, so viel haß und intrigen. ich werde es diese amber nicht ververzeihen, wie johnny depp gekreuzigt hat. es ist einfach nur widerlich und abstoßend !!! 1 i'm signing this petition in the name of all the men i love, my son, everyone's brothers, marie-elle's father, and all good souls around currently inhabitating men's bodies. do not set the signal that it's alright to tear men down "just because she said so" without evidence. thank you for this great petition. i'm also, signing it for johnny depp, in appreciation and respect for his tireless enormous healing service to society that he might not even be aware of - spanning three decades. in his choices of portraying characters that are part of the human shadow in the most original and loving way he has blazed the trail for millions all over the world to develop more self-acceptance, more self-love by helping them access the collective subconscious. he has paid a high price to be able to provide this service in the first place. part of the price was being in an abusive relationship with his mother as a child which led him to repeat this pattern with amber heard for him to recognize and heal it. she is not and advocate for a better society. she is highly troubled and troubling with a severe personality disorder from long before she ever met johnny depp. i would ask you to jump off the bandwagon and open your eyes to the facts submitted in this petition. 1 mr. depp has been innocent all along yet had to go through hell, humiliation and hatred of the masses even without any significant proof or evidence that he was the abuser. he didn't deserve any of it and it's about time amber heard goes through the same and gets what she deserves. you know, fair, equal treatment and all. a manipulative liar and gold digger like her doesn't get to be in a spotlight and to be a star after she intentionally trashed his name and reputation. unfortunately for herself, she chose to mess with a wrong man - a talented genious like mr. depp has billion of fans and admirers all over the world that believed him from the very beginning and they stand true and strong in his fight against his perpetrator. i'm so glad that she didn't get away with it and the truth surfaced. #ibelievehim , #istandwithjohnnydepp , #johhnydeppisasurvivor, #amberheardisanabuser\n\nso now, i believe it's time we demand justice for johhny depp! he lost his role as jack sparrow because of amber heard's false accusations of domestic abuse and lies. please, follow the link below to sign the petition to keep him in potc franchise. together, we are strong and powerful and can change the course of events. disney will have to hear us and consider the fans wish . they are making movies for us, the audience, and they must consider what we want. after all, mr. depp is a victim here and hasn't done anything wrong to lose one of his most epic roles. besides, potc movies are not potc without him. just waste of film and time. please, sign, share and support to make heard really mad and not let her destroy his career he's been building all his life with hard work, unlike her. #jacksparrowforever #johnnydeppisjacksparrow\n\n<a href="https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f" rel="nofollow">https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f</a> 1 unbelievable that they will not remove amber heard from aqua man 2 because johnny depps claims of her as an abuser is illegitimate for no reason at all. this is sexism at its finest, but the double standard is very real. the studios in charge of all this do not care about their audiences, and they do not deserve a dime from us 1 eat shit and die amber :))) 1 because he’s just about the best actor out there and it was literally proven he did nothing wrong and it was all amber i’ll be the in the crew of captain jack till the day i die 1 no one should be paying this abusive cunt anything. hope you die amber heard ✌ 1 nadie me pago por firmar pero eso si el mal gusto de esta actriz no debe pasar por desapercibido gracias a tus malas intenciones haz desatado la furia de todos los fans de jhonny!! el capitán jack sparrow regresara así como grindelwald pero no tu amber heard. te veto..\n\nno one paid me to sign but that's if this actress's bad taste should not go unnoticed thanks to your bad intentions you have unleashed the fury of all johnny's fans! captain jack sparrow will return as well as grindelwald but not your amber heard. 1 johnny depp deserves an apology and his job back from warner bros. amber can die for all we care. 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 me parece una persona.muy hipócrita, una persona que ha tenido varias parejas a lo largo de su vida y nunca un incidente de este tipo pone a pensar a cualquiera, adicional a esto su ex mujer y su hija salieron a defenderle y nadie escuchó da que pensar como si la srta amber estuviese comprando la conciencia de todos. habría que pedir a un especialista un estudio sobre esa mujer, no es de fiar... 1 amber heard es una hija de pta ,una loca que abuso a jhonny con toda alevosía por que al jhonny ser hombre... ella creyo que nadie le creeria a el antes que a ella...\npsdt...amber heard ... chinga tu madre 1 creo que es injusto que warner pidierq que renunciara cuando esclaro que tanto el como haber herd se hicieron mucho daño. ella tambien lo golpeo y no es justo que solo se salga amber con la suya 1 no quiero que amber esté en aquaman 2. no lo merece. si lo despidieron a jhonny, que a ella también la despidan. 1 weil er einer der besten schauspieler ist, er darf einfach aus vielen filmen sowie fluch der karibik usw. nicht fehlen. noch dazu ist der gerichtsprozess und die weiteren verläufe durch amber einfach unfair und gegen johnny verlaufen, sodass seine karriere stark gehindert wurde, was nicht fair ist. er soll weiterhin jack sparrow und grindelwald spielen, wenn nicht, dann sind die filme doch einfach scheiße. 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains('death')].comment.value_counts().head(60)
df_amber[df_amber.comment.str.contains('die')].comment.value_counts().head(60)
the fact that amber filed for divorce the next business day after johnny's mom died shows how callous she is. then asking for $50k/mo & when she didn't get it, then she files a restraining order a week after the alleged incident, asking for $ again?! that's not what ro is for! not to mention moving bruises! then she claims police are lying in 2 different police departments in 2 different states for 2 different incidents? amber is the one arrested for domestic violence! please sign & share! 1 i am a survivor of dv. \ni left 13 years ago, after 8 years. the whole experience has left me with bpd, c-ptsd and an anxiety disorder which is a struggle daily. \ni too have read, listened, watched and studied all the uk and us available case documents and have come to my own conclusion that johnny depp is the dv survivor here. \namber, you do not speak for me! 1 i love dc comics and want to watch this movie, but not with amber heard as queen of atlantis. maybe if she dies at the very beginning. 1 queremos a depp. y amber es una mentirosa y por su culpa van a salir afectados los demás actores y demás sujetos \ny a penas dc cómics está haciendo sus películas como para que ella llegué y lo arruine todo. también está jodiendo a warner bros y por eso tiene que sacarla y hay que ayudar para que eso pase.\n\nqueremos a depp de vuelta a warner bros 1 i'm boycotting all of warner bros. films, tv shows and merchandise from now on! what they have done to johnny depp is inexcusable. he is an innocent victim of dv and has been cruelly slander against. the majority of the public is on his side, the massive backlash wb is getting is proof of that. we've listened to the audios, read the court transcripts, seen the evidence and it is clear to all of us that he is the victim. a terrible miscarriage of justice has taken place and it was unfairly wrong of wb to but the blame on johnny and force him out of fantastic beast. abuse has no gender! we believe him! he has more than enough evidence to prove what he says is true and no bias verdict will change our good opinion of him. warner bros has acted cowardly by firing him. but even more shocking, is how they have blantently ignored the concern and outcrys of their paying audiences, when we told them how much we want johnny depp back. they ignored a petition of a nearly 1.5 million signatures of real people, who wanted abusive and terrible actress amber heard removed from aquaman 2 after she admitted to hitting jd on tape. instead of listening to the people who make up their ticket sales, wb choose to dismiss us, mock us and try to silence us by saying we are inflated bots. well wb, i'm a real person and i'm very much offended by this. i support johnny depp wholeheartedly and i will only spend my hard earned money on studios and companies that do the same. if you ignore your audiences, you deserve to lose your audiences. 1 quiero justicia para johnny depp, así como a él lo despidieron de animales fantásticos también deben despedir a amber heard de aquaman 2, dejen de poner pretextos bobos porque saben muy bien que van perder más con ella en la película al igual que sin johnny en animales fantásticos #justiceforjohnnydepp 1 at first when i learned about the allegations against depp i believed heard. however, after reading the evidence presented in court and watching the recordings, i can clearly see amber heard is the abuser. two of depp’s exes (one of whom he was married to for 14 years) said he has never been violent or aggressive in the years they have known him. amber’s assistant spoke in depp’s defense by saying she never once saw heard bruised or injured in the overlapping years she worked for heard. this includes seeing heard’s body for fittings. heard’s parents stood behind depp. heard even hired a private investigator to dig up dirt on depp, and the investigator ended up speaking in favor of depp after speaking with 200 people that didn’t have a bad word to say about depp. depp literally lost the end of one of his fingers because heard threw a bottle at him. how can anyone really believe she isn’t an abuser? you must be blind to the clear evidence. watch someone who studies body language analyze the video of heard describing the abuse, her actions match with someone who is actually the abuser. heard has literally been accused of abuse in previous relationships, one of which was with another woman. if you can actually believe the lies she tells then you aren’t looking for the truth. 1 es injusto que amber siga en la liga de la justicia y que a johnny depp lo despidiera cuando ella tenía la culpa ella fue la que hizo violencia de género cuando un hombre golpea a una mujer está y cuando una mujer golpea a un hombre está bien no tenemos que votarla así como votaron a johnny depp y el era inocente 1 no es justo que apesar de que la mayoría de la pruebas apuntan que amber es la violenta, se siga acusando a johnny depp. gracias a las falsas acusaciones de amber, johnny está perdiendo papeles importantes mientras ella, clara mentirosa, sigue trabajando como si nada. 1 amber heard is a heartless lying manipulative bitch and i would rather die than watch her on screen 1 amber es una mujer abusiva y violenta, ahora la mayor parte de la gente se está dando cuenta que ella es la culpable de que johnny depp este perdiendo trabajo en películas. justicia para depp 1 porque jhonny es más persona que amber pues ella es una falsa, oportunista y conflictiva que solo con el daño de otro se puede hacer más grande pues por sus propios medios es una inútil. los actos han hablado solos nadie la apoya en realidad ni siquiera su propia familia. 1 amber heard is a bitch and needs to catch covid and die. preferably after she’s been proven in a court of law to be the gold-digging whore of babylon we all know her to be. 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 i will not support a reoccurring husband abuser as a reoccurring abusing superhero that steals millions from sick little kids get rid of this awful woman who poops in her bed beats on her husband and destroys the #metoomovement for real survival victims every step this woman takes there's another victim that lies behind her if you guys seem to think that your pockets are heavy enough go for it because you seem to think that you control things and the fans do not i got news for you it's us fans that put money in your pockets it's us fans that buy the tickets to watch your pathetic amber heard on the screen right? boycott everything this woman is in everything everything she is affiliated with every person that she knows i don't care this woman deserves to be in jail she doesn't deserve to be rewarded for her bad doings she pledged to give that money to them children she didn't pledge to donate over a period of time no she pledge to give the full amount i wonder how many sick little kids died because of her decision ask yourself that amber heard congratulations you are the most hated woman in the world the most hated woman in the world that's all you're good for everything you touch turns to s***#jd keep your head up cuz your fans will definitely got your back!!!!!! sorry jason momoa you are fine as the red wine that amber heard drinks two bottles of every night i really wish that you and the cast i'll say would not have to be dragged into all this nonsense craziness i wish you nothing but the luck of a fan to all of you except for amber heard she is the only downfall that you guys have you seem to think you're going to get some extra publicity and some extra likes but really you'll see when it comes out i guess 1 firmo para que la despidan a amber heard por que solo así es justo johnny deep perdio su trabajo por problemas personales y no les importó su trayectoria a ella le dieron la razón cuando no la tiene y él lo está perdiendo todo siendo inocente es injusto tiene q ser igualdad 1 se me hace muy injusto que la actriz amber heard siga con su trabajo de actriz en cualquier película, se le a perdonado todo solo por qué es una mujer, además sabiendo que ella era la que controlaba en la relación con jhonny depp y la que maltrataba fisicamente, además hay varias pruebas que apuntan a que ella era la culpable, por favor que no siga trabajando en películas como mujer me siento ofendida con que la estén defendiendo por haber cometido maltrato fisico en la relacion 1 ich unterschreibe diese petition ,weil ich mit allem übereinstimme, was darin angeführt wird...bis auf einen einzigen punkt; ich werde nicht dazu auffordern , amber heard zu boykottieren. \nherzlichst \nm. haselhoff 1 amber era la abusadora en su relación con jonny, y él es quien perdió el trabajo, que pague al menos perdiendo este papel 1 was ist bloß los in dieser welt, so viel haß und intrigen. ich werde es diese amber nicht ververzeihen, wie johnny depp gekreuzigt hat. es ist einfach nur widerlich und abstoßend !!! 1 i'm signing this petition in the name of all the men i love, my son, everyone's brothers, marie-elle's father, and all good souls around currently inhabitating men's bodies. do not set the signal that it's alright to tear men down "just because she said so" without evidence. thank you for this great petition. i'm also, signing it for johnny depp, in appreciation and respect for his tireless enormous healing service to society that he might not even be aware of - spanning three decades. in his choices of portraying characters that are part of the human shadow in the most original and loving way he has blazed the trail for millions all over the world to develop more self-acceptance, more self-love by helping them access the collective subconscious. he has paid a high price to be able to provide this service in the first place. part of the price was being in an abusive relationship with his mother as a child which led him to repeat this pattern with amber heard for him to recognize and heal it. she is not and advocate for a better society. she is highly troubled and troubling with a severe personality disorder from long before she ever met johnny depp. i would ask you to jump off the bandwagon and open your eyes to the facts submitted in this petition. 1 mr. depp has been innocent all along yet had to go through hell, humiliation and hatred of the masses even without any significant proof or evidence that he was the abuser. he didn't deserve any of it and it's about time amber heard goes through the same and gets what she deserves. you know, fair, equal treatment and all. a manipulative liar and gold digger like her doesn't get to be in a spotlight and to be a star after she intentionally trashed his name and reputation. unfortunately for herself, she chose to mess with a wrong man - a talented genious like mr. depp has billion of fans and admirers all over the world that believed him from the very beginning and they stand true and strong in his fight against his perpetrator. i'm so glad that she didn't get away with it and the truth surfaced. #ibelievehim , #istandwithjohnnydepp , #johhnydeppisasurvivor, #amberheardisanabuser\n\nso now, i believe it's time we demand justice for johhny depp! he lost his role as jack sparrow because of amber heard's false accusations of domestic abuse and lies. please, follow the link below to sign the petition to keep him in potc franchise. together, we are strong and powerful and can change the course of events. disney will have to hear us and consider the fans wish . they are making movies for us, the audience, and they must consider what we want. after all, mr. depp is a victim here and hasn't done anything wrong to lose one of his most epic roles. besides, potc movies are not potc without him. just waste of film and time. please, sign, share and support to make heard really mad and not let her destroy his career he's been building all his life with hard work, unlike her. #jacksparrowforever #johnnydeppisjacksparrow\n\n<a href="https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f" rel="nofollow">https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f</a> 1 unbelievable that they will not remove amber heard from aqua man 2 because johnny depps claims of her as an abuser is illegitimate for no reason at all. this is sexism at its finest, but the double standard is very real. the studios in charge of all this do not care about their audiences, and they do not deserve a dime from us 1 eat shit and die amber :))) 1 because he’s just about the best actor out there and it was literally proven he did nothing wrong and it was all amber i’ll be the in the crew of captain jack till the day i die 1 no one should be paying this abusive cunt anything. hope you die amber heard ✌ 1 nadie me pago por firmar pero eso si el mal gusto de esta actriz no debe pasar por desapercibido gracias a tus malas intenciones haz desatado la furia de todos los fans de jhonny!! el capitán jack sparrow regresara así como grindelwald pero no tu amber heard. te veto..\n\nno one paid me to sign but that's if this actress's bad taste should not go unnoticed thanks to your bad intentions you have unleashed the fury of all johnny's fans! captain jack sparrow will return as well as grindelwald but not your amber heard. 1 johnny depp deserves an apology and his job back from warner bros. amber can die for all we care. 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 me parece una persona.muy hipócrita, una persona que ha tenido varias parejas a lo largo de su vida y nunca un incidente de este tipo pone a pensar a cualquiera, adicional a esto su ex mujer y su hija salieron a defenderle y nadie escuchó da que pensar como si la srta amber estuviese comprando la conciencia de todos. habría que pedir a un especialista un estudio sobre esa mujer, no es de fiar... 1 amber heard es una hija de pta ,una loca que abuso a jhonny con toda alevosía por que al jhonny ser hombre... ella creyo que nadie le creeria a el antes que a ella...\npsdt...amber heard ... chinga tu madre 1 creo que es injusto que warner pidierq que renunciara cuando esclaro que tanto el como haber herd se hicieron mucho daño. ella tambien lo golpeo y no es justo que solo se salga amber con la suya 1 no quiero que amber esté en aquaman 2. no lo merece. si lo despidieron a jhonny, que a ella también la despidan. 1 weil er einer der besten schauspieler ist, er darf einfach aus vielen filmen sowie fluch der karibik usw. nicht fehlen. noch dazu ist der gerichtsprozess und die weiteren verläufe durch amber einfach unfair und gegen johnny verlaufen, sodass seine karriere stark gehindert wurde, was nicht fair ist. er soll weiterhin jack sparrow und grindelwald spielen, wenn nicht, dann sind die filme doch einfach scheiße. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('kill')].comment.value_counts().head(60)
i'm signing because i am sick of this! why won't she just leave him alone??? the bitch had her time and say! she's been proven to be a liar and guilty of everything she's accused him of doing not just to him but to a lot of people! i hope amber heard is fucking proud of herself. johnny deserve better than this and he deserves as much love and support and if he loses this then i hope she loses her whole career too! i can't believe she's so hellbent on killing his career just to get attention while real victims like johnny are penalized or ignored 1
i’m from the uk where we had a presenter named caroline flack slaughtered by the press and dropped by her tv bosses, because of something she did in her personal life. as a result, she killed herself. even if amber heard did hit johnny depp, that’s their own personal business and doesn’t have anything to do with anyone else. certainly not her job. jesus, convicts still have jobs and she hasn’t even been found guilty. if mel gibson can be forgiven, then amber heard should be able to be forgiven. facts. 1
amber heard and io are abusers! amber almost killed johnny depp and needs to be put away for life! 1
amber heard is an abuser,a liar and almost killedjohnny depp.also she used jd to become known because since her acting is awfull there is no way she would have gotten the role in aquaman.i will not now or ever watch a movie,series or annything else that has ah in it. 1
johnny depp was born to play this role.his acting in the role was very mature.if grindelwald won't be johnny then i solemnly swear that i am upto no good.not only is he abused by his wife but also severe unfairness from the court judgement.johnny depp is not a wife beater.amber shithole heard is a dumbass ass hole{whore].\nshe even planned to kill johnny.i saw johnny for the first time in fantastic beasts and where to find them and fell in love with him. the court judgement seems as though the judge has been kept under under the imperius curse by amber shithole heard. 1
amber heard should be killed 1
amber heard can kill kill herself 1
if this doesnt work i'm hiring an assasin to kill amber 1
amber heard is an asshole go kill yourself amber!!! 1
amber heard has committed the crime of abuse causing great bodily harm. she has also lied in court to frame an innocent man. she abused her wife her assistant, her sister and her parents. it’s suspected she has abused cara and elon. she needs to be stopped as much as a serial killer can’t stop and needs to be stopped. 1
i am not a bot! i am a 46 year old, 3x domestic violence survivor. 2 men, 2 separate relationships, i was their verbal punching bag and yet i found a way to survive from the love my sons provided. the third came from the hands of my own brother, a man i loved & trusted and he nearly killed me. amber heard does not speak for me, not now, not ever!! 1
because i believe that amber is a manipulative lying disturbed person. her acting skills are being misused to ruin a good man's career and life! and that should mean that she should be boycotted! 1
because amber heard is a cancer to everything that she touches she's a virus and wants to kill everything that she puts her hand to no good comes out of knowing this woman 1
i don't want my money supporting a psychopath like amber heard so i will never watch aquaman 2. i also will not support a studio that chooses a serial killer in training over millions of fans. 1
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df_comments[df_comments.comment.str.contains('killher')].comment.value_counts().head(60)
killher 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('kill her')].comment.value_counts().head(60)
amber heard can kill kill herself 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('kill amber')].comment.value_counts().head(60)
if this doesnt work i'm hiring an assasin to kill amber 1 Name: comment, dtype: int64
# df_comments[df_comments.comment.str.contains('serial killer')].comment.value_counts().head(60)
df_amber[df_amber.comment.str.contains('murder')].comment.value_counts().head(60)
i am a real domestic abuse survivor and my best friend was murdered by her abuser. amber heard has no clue. she's making a mockery of real victims. 1 dame judi dench chose him for all 3 of her choices if she could have dinner with anybody. obviously he impressed her. i think she appears a good deal smarter than the judge in this case. javier bardem also speaks to what a kind, gentle soul he is. i remember many years ago when darryl hannah accused jackson browne of abuse. turns out it was a false accusation. amber is quite obviously a very good actress. he is lucky, though. he got away alive. i would also mention, why does chris brown still have a career???? rihanna gave photographic evidence of his abuse. who draws the line? disney, who covers up rapes and murders on their property?????? please.... 1 amber is a lying bitch and i swear if she fucking wins i will murder something. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('will murder')].comment.value_counts().head(60)
amber is a lying bitch and i swear if she fucking wins i will murder something. 1 Name: comment, dtype: int64
burn_hell = {'burn the witch', 'she burns', 'blacklisted and burned', 'in hell', 'burn in hell', 'burns in hell',
'to hell', 'go to hell', 'burnt pig', 'burn down', 'to hell', 'tohell', 'of hell',
'rot in b movie hell', 'demon from hell', 'deserves hell'}
df_comments[df_comments.comment.str.contains('burn')].comment.value_counts().head(60)
burn the witch 2 remove her!!! burn the witch 1 domestic violence is not only towards women. this woman abused her husband, hitting, punching and burning him with cigarettes, then mocked him because he was the abused one telling him nobody would believe him! not the face of loreal! 1 i'm signing this because we'll first lord forgive me but i hope she burns in hell 1 down with amber heard, up with johnny depp.\n\nthis succubus is going to burn by the time everyone is done with her.\n\nher fragile ego won't be able to handle it. 1 jonny depp did nothing wrong and it was proven and i believe disney's next pirate movie will crash and burn without him. 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 i'm signing this petition because fuck amber!! she has ruined johnny depps life and has somehow paid off everyone he has ever worked for to say "the evidence is irrelevant." the evidence is irrelevant?? are you fucking kidding me amber? you fucking burned johnny and abused him and you are the one trying to play the victim?? screw you!! i will stand with johnny all the way!! justice for johnny depp!! 1 what hey have done is disgusting. trolling and victim shaming using a children's cartoon is the lowest of the low. \n\ni hope the company burns and they all lose everything. 1 a criminal doesnt deserve to have a spotlight boycott amber heard frfom hollywood now! she abused johnny depp burn his face with cigarrette, smash his finger and he lost it, hited her own sister, cheating with multiple partners, have a history of being arrested for domestic violence by asssaulting her ex wife, she abused kate james her ex assistan, and stole her rape story as kate is a rape survivor and amber heard exploited it for attention. 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 amber heard has gotten away with so much bullshit that i just want to watch her career crash and burn. 1 amber needs to be stopped if depp gets his roles stripped bc of her lying than she needs her job stripped, blacklisted and burned 1 because bitch needs to burn down 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 what the hell amber heard deserves being treated like a burnt pig shame 1 fuck amber, lets watch her corpse burn! 1 amber heard deserves to burn in hell 1 burn! 1 if johnny was truly the evil they claim, his abusive behaviours would have revealed themselves as a young adult and ruined every relationship he had throughout his adult life, but they didn't. he didn't exhibit any concerning behaviours until he began his relationship with amber heard, when his addiction issues resurfaced as a coping mechanism and he retaliated to the abuse he endured at the hands of his wife. he doesn't deserve this witch hunt, she should be the one burning at the stake. 1 justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 fuck amber i hope she burns 1 colin burnett 1 *copied/shared from facebook*\n\n#justiceforjohnnydepp\n#notophysicalabuse\nwarning: disturbing graphics ⚠️\n\namber heard cut johnny depp's finger, burned his cheek with a cigarette, took away his medicines, hit him with a door, hit him, kicked, spit, threw things at his head, made fun of him, insulted him, made him feel inferior and falsely accused him of everything.\n\njohnny depp went through hell because of the lies that amber heard spread & even played the victim. it ruined his career & reputation. truth is now prevailing by bunch of evidences that he provided. he deserve better, he deserve an apology, he deserve justice.\n\nhe lost his role as jack sparrow on pirates of the carribean because of amber heard accusing him of being an abusive partner. imagine how hurt he is he loved that role so much.\n\nlink to all submitted evidences on court by johnny depp: <a href="https://www.fairfaxcounty.gov/circuit/high-profile-cases" rel="nofollow">https://www.fairfaxcounty.gov/circuit/high-profile-cases</a>\n\nfor the full story, watch:\n✔uncensored audio of amber heard admitting his abuse to johnny depp: <a href="https://youtu.be/aca0kwohtqq" rel="nofollow">https://youtu.be/aca0kwohtqq</a> \n\n✔️johnny depp and amber heard abuse claims the anatomy of the lie: <a href="https://youtu.be/6q9xjn3s8ww" rel="nofollow">https://youtu.be/6q9xjn3s8ww</a>\n\n✔amber admits to multiple violences to johnny depp: <a href="https://youtu.be/pbxtr41zftq" rel="nofollow">https://youtu.be/pbxtr41zftq</a>\n\n✔️amber's parents sided with johnny depp: <a href="https://youtu.be/ewijmdzzeju" rel="nofollow">https://youtu.be/ewijmdzzeju</a> 1 when the news of amber heard's domestic violence came out, i, like many people, was utterly devasted to see such a talented actress facing this. but today, i feel angry, infuriated and betrayed. what kind of example is heard setting for teenagers like me? why does she want to portray with this fiasco? i feel so incredibly sorry for me. depp. he lost so much. such an incredible talent. oh, what could have been. as a society, we've set our double standards so high. time to break the walls. time to fight back. if we can't face the heat, we'll burn sooner or later. we talk of equality. time to do as we speak. 1 i'm singing because this psychopath needs to not be in any positions of power lest we all fall and burn. 1 amber heard should burn in hell 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('burn')].comment.value_counts()[60:].head(60)
Series([], Name: comment, dtype: int64)
df_amber[df_amber.comment.str.contains('burn')].comment.value_counts().head(60)
when the news of amber heard's domestic violence came out, i, like many people, was utterly devasted to see such a talented actress facing this. but today, i feel angry, infuriated and betrayed. what kind of example is heard setting for teenagers like me? why does she want to portray with this fiasco? i feel so incredibly sorry for me. depp. he lost so much. such an incredible talent. oh, what could have been. as a society, we've set our double standards so high. time to break the walls. time to fight back. if we can't face the heat, we'll burn sooner or later. we talk of equality. time to do as we speak. 1 *copied/shared from facebook*\n\n#justiceforjohnnydepp\n#notophysicalabuse\nwarning: disturbing graphics ⚠️\n\namber heard cut johnny depp's finger, burned his cheek with a cigarette, took away his medicines, hit him with a door, hit him, kicked, spit, threw things at his head, made fun of him, insulted him, made him feel inferior and falsely accused him of everything.\n\njohnny depp went through hell because of the lies that amber heard spread & even played the victim. it ruined his career & reputation. truth is now prevailing by bunch of evidences that he provided. he deserve better, he deserve an apology, he deserve justice.\n\nhe lost his role as jack sparrow on pirates of the carribean because of amber heard accusing him of being an abusive partner. imagine how hurt he is he loved that role so much.\n\nlink to all submitted evidences on court by johnny depp: <a href="https://www.fairfaxcounty.gov/circuit/high-profile-cases" rel="nofollow">https://www.fairfaxcounty.gov/circuit/high-profile-cases</a>\n\nfor the full story, watch:\n✔uncensored audio of amber heard admitting his abuse to johnny depp: <a href="https://youtu.be/aca0kwohtqq" rel="nofollow">https://youtu.be/aca0kwohtqq</a> \n\n✔️johnny depp and amber heard abuse claims the anatomy of the lie: <a href="https://youtu.be/6q9xjn3s8ww" rel="nofollow">https://youtu.be/6q9xjn3s8ww</a>\n\n✔amber admits to multiple violences to johnny depp: <a href="https://youtu.be/pbxtr41zftq" rel="nofollow">https://youtu.be/pbxtr41zftq</a>\n\n✔️amber's parents sided with johnny depp: <a href="https://youtu.be/ewijmdzzeju" rel="nofollow">https://youtu.be/ewijmdzzeju</a> 1 fuck amber i hope she burns 1 if johnny was truly the evil they claim, his abusive behaviours would have revealed themselves as a young adult and ruined every relationship he had throughout his adult life, but they didn't. he didn't exhibit any concerning behaviours until he began his relationship with amber heard, when his addiction issues resurfaced as a coping mechanism and he retaliated to the abuse he endured at the hands of his wife. he doesn't deserve this witch hunt, she should be the one burning at the stake. 1 amber heard deserves to burn in hell 1 fuck amber, lets watch her corpse burn! 1 what the hell amber heard deserves being treated like a burnt pig shame 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 amber needs to be stopped if depp gets his roles stripped bc of her lying than she needs her job stripped, blacklisted and burned 1 amber heard has gotten away with so much bullshit that i just want to watch her career crash and burn. 1 a criminal doesnt deserve to have a spotlight boycott amber heard frfom hollywood now! she abused johnny depp burn his face with cigarrette, smash his finger and he lost it, hited her own sister, cheating with multiple partners, have a history of being arrested for domestic violence by asssaulting her ex wife, she abused kate james her ex assistan, and stole her rape story as kate is a rape survivor and amber heard exploited it for attention. 1 i'm signing this petition because fuck amber!! she has ruined johnny depps life and has somehow paid off everyone he has ever worked for to say "the evidence is irrelevant." the evidence is irrelevant?? are you fucking kidding me amber? you fucking burned johnny and abused him and you are the one trying to play the victim?? screw you!! i will stand with johnny all the way!! justice for johnny depp!! 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 down with amber heard, up with johnny depp.\n\nthis succubus is going to burn by the time everyone is done with her.\n\nher fragile ego won't be able to handle it. 1 amber heard should burn in hell 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('burn in hell')].comment.value_counts().head(60)
justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 amber heard deserves to burn in hell 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 amber heard should burn in hell 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('hell')].comment.value_counts().head(60)
amber heard is the embodiment of hell 2 anyways, i'm signing this petition not just because we want johnny depp back as captain jack sparrow, but... i cant stand what the hell is going on with his ex-wife case wat so ever. its literally disgusting after i heard those uncensored audios that amber had hit him etc. i guess, that amber is a freaking cunt. she had to throw johnny out of the bus just to clear her own name like wtf- depp really needs justice here, man. 2 bonjour,\nindiscutablement, cette fille manque de qualité morale ! (la plus belle fille du monde ne peut donner que ce qu'elle a.)\nje signe pour la memoire de la maman de john ! le reste m'importe peu.\nsvp arrêtez d'alimenter constamment, de commenter les médias sociaux de cette fille !!! en l'ignorant vous prouverez votre intelligence (car l'ignorance c'est la mort !)\nen continuant vous prouverez et validerez sa popularité ????!!! dans quel camp êtes-vous exactement ???!!!!\net maintenant place à la musique\n#cityoflies #lapd #hollywoodvamps\nbb,\n(16 août 18)\n________\n________\n\nhello people,\n\nthis girl lacks moral quality, ((the most beautiful girl in the world can only give what she has.) !)\ni signe for mom depp's memory ! i don't care about the rest.\nplease stop feeding constantly, comment on the social media of this girl. by ignoring it you will prove your intelligence (for ignorance is death!)\nby continuing you will prove and validate its popularity ???? !!! (in which camp are you exactly ???)\n=> long live music\nsign : bb 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 i am signing this because johnny depp doesnt deserve what hes going through and what hes getting hes not a woman beater like everybody is saying shes the liar and abuser her she abused him so give him back his roles and kick her the hell out of aquaman 2 because that bitch dont deserve shit for trying to ruin johnny depp's life and career 1 i refuse to purchase anything l’oréal as long as this evil witch is connected to them. read the room executives. fire her. make her life the living hell she made her ex husband’s while she cheated and bested him 1 because there’s has plenty evidence come fourth and yet this man still loses because it’s apparently impossible that a woman can abuse a man. i love johnny and i stand for him through hellfire! 1 how the hell is that bitch getting away with abusing him? she literally chopped off his finger and is aloud to star in a movie. yet he was casted out of potc for some bs lies amber made up. 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 i am signing because of how they treat victims of domestic abuse. when there is evidence proving that the victim is in fact the victim, they decide that its ok, maybe even funny, to create a cartoon to add to a child's show making fun of the victim, saying hes lying, saying hes wrong, laughing at him, a victim. a man who has had his face punched, a cigarette out out on his face, items thrown at him, a finger cut off . this man went through hell. his own wife did that him. this man is the shiniest of stars, the most incredible person on the planet and hes being fun of by the company who he made billions of dollars for, \nguess what warner bros?! you just sealed your own coffin. \nyou are the wordt company! you're terrible. no one should treat victims of abuse that way.\nand that is why i'm signing!! 1 who the hell think they are to tell him this bullshit stuff why ...... really what he did with bw to do this with himmmm 1 hello- this isn’t okay get it together 1 justice for johnny and amber needs to lose her career, she’s manipulative as all hell. 1 i’m signing because it is disgusting that she be allowed to keep this role when evidence has proven she not only lied about being a victim of abuse, but she herself abused a man who is going through hell to prove his innocence against her false claims. marvel just proved what they stand for. 1 i’m signing because johnny depp is one of my favorite actors, and i love the pirates of the caribbean movies. amber heard can go to hell 1 hell yeah! 1 hell yeah 1 she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 rus\nактёр, что ведёт себя, как последняя тварь не может играть в этом фильме и эту роль. к чёрту её и её лживую морду.\neng\n(an actor who behaves like the last creature can't play this role in this movie. to hell with her and her lying face.) 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 hell yea 1 hello everybody! i’m nikita, and i do believe that ember is abuser!!! 1 hello everybody! i'm signing this petition because amber heard is a lying harlot and an aggressive woman ! 1 he's the actor for this role since day one. now, he, whom has been slandered against by corrupt british crappy news & ther faltering court system is not getting a fair shake from wb. at&t, disney, who else????. not including being systematically abused by his now(fortunately) ex-wife & it's my belief he's suffered enough at the hands of this woman & her leeching friends, he deserves this role & the truth of his ex-wife's narcissistic abusive behavior will come to light with the upcoming court case in va next year (can'twait). many of us will boycott this film if he does not star in it. i'm pretty sure all so-far 1.4 million people who have their name on the petition axing a.h. for her role in the aquaman series will all agree with me, and i'm sure they all have friends who will see it the same way and on and on and on. best of luck johnny! you've deserve it after the hell you've been through!! 1 she is an abuser no way in hell she can be in that movie again 1 hell yes keep her 1 how is it that johnny gets removed from his movie for fighting defamation against him, labeling him a wife beater and losing but amber heard admits to hitting him and gets to keep her rolls? everyone screams equality but when a woman is caught being toxic as all hell, it’s swept under the rug 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 yooo hell yeah 1 go to hell amber 1 hell no\nshe is a me too offender..husband abuser!!! 1 because everybody knows that a woman will do anything she can to make a man look bad when especially she's bad i know i've done it i'm not happy i did it but fair is fair let johnny depp the hell alone you know damn well you went after him first 1 i'm in the uk and i have watched this film. what the hell are mgm thinking???? this film is a message to the world. its more than one person. i'd really love to know who is pulling the strings at mgm because this is just so blatant. release minamata and stop the prejudice. 1 hello team, please remove her. this is not acceptable. 1 i'm signing this because we'll first lord forgive me but i hope she burns in hell 1 yea hell no 1 release the movie! it is such a necessary movie, the story is an important one and it's based on true events! yet, it's actively being suppressed! who cares about the drama with jd... look around on twitter, he's constantly trending n its all from the love of his fans!\n\nhello! mcfly! are u there?! 1 it’s time we believed the victim. i’m so outraged that this bimbo’s lies will harm so many—including and especially *actual survivors*. she can go to hell. or back to texas, either one. 1 amber heard deserves hell for what she did to him, he did nothing 1 this evil plotting, narcissistic, dishonest, cold hearted, gold digger deserves a hell of a lot worse than just getting fired. she needs to be banned from anything related to hollywood, acting, doing films etc. she shouldn't even be allowed to do a damn tampon commercial. she used johnny to improve her sad little, so called acting career by riding on his good name. once things improved in her career, she was done w him but instead of just having an amicable divorce, her greedy ass has tried to tear his world apart by falsely promoting herself as a victim & by keeping him in court, this keeps her worthless ass in the spotlight. \nif there's any real justice in this, johnny will win his next case against her, clear his good name & she should be convicted of perjury & for providing false information about their relationship & her friends that testified & perjured themselves all for her, should all rot in jail. that would be justice. 1 i have watched ah and i believe she used depp to springboard her career. i think she should endure what she put depp through. i refuse to watch her in anything. to use someone elses life to give yourself power is disgusting. to abuse someone else while you confront your sexuality, which is what i believe happened, is sadistic and evil. if ms. heard wants to muff dive some other woman, news flash, no one gives a damn. however accusing depp to make yourself look like someone "vulnerable" is sick. \ni want depp to be given his life back. heard can go to hell. for those of you who think i am harsh, i lived in an alternate lifestyle for quite a few years but i didn't have to destroy someone else's life to have my own. 1 i’m signing because johnny depp has given us lots of family and adult fun memories as captain jack sparrow and lots of other movies eddie ♂️ hands , whitey bulger, truly tragic that disney would sack him when hell hath no fury as a woman scorned 藍!! with no cap.jack sparrow no point watching rest of the franchise ☘️☠️gbsct 1 she needs to be blacklisted from hollywood. johnny depp was blacklisted, but committed no crime. turd was verbally, mentally, physically, emotionally, psychologically & spiritually abusive on steroids, on johnny depp. she cut off his finger, butted her cigarette out on his right cheek. the next thing? she had a huge dump on johnny’s side of their bed. told the building manager, ‘it’s just a little prank on johnny.’ and, she took off to coachella. bitch couldn’t act her way out of a wet paper bag, so let’s get her out of hollywood! and, get johnny depp back where he belongs, with disney, warner brothers, on there knees literally begging johnny depp to forgive them, & tho he would, my wish is, that he kick them in the teeth, & between his clenched teeth, say, “you’re not worth it.” 1 jd has been through undeserved hell and needs all the short he can get. 1 shelley desormeau 1 oh hell no! 1 i’m all in the #metoo movement but just because men abuse majority of the times does not mean they cannot be victims as well. johnny deserves justice amber the witch of hell needs to be held accountable and to lose all her movie deals and contracts!! 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 there clear evidence against amber and johnny’s had his fucking finger cut off by her! helloo 1 i believe without a shaddow of a doubt she was the abuser.she lied tried to ruin johnny well karma always comes back to bit ya in the bum soo arrogant doesnt even feel the need to be covert about it..i will refuse to watch aquaman which im soo looking forward to if she is part of it!! i feel her toxic energy will bring down the quality of your film warner bros i pray for johnnys healing i pray that the truth previls that sorry excuse for a woman disgusts me!!! i wish you luck if shes part of ya movie ya guys sure as hell gonna need it.. 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 hell yeah!! abusers don't get to live in the last of luxury at the expense of their victim!! 1 johnny did nothing wrong, amber heard only married him to further her career and she gave him hell, its time to fight back! 1 i am signing because amber heard is making a mockery of domestic violence and it's victims!!! i am a domestic violence survivor! any one who can use false accusations of domestic violence i have no respect for! she was the one who threw the wine bottle at johnny causing his finger to get severely cute! she has put johnny through hell because he exposed for what she really is! 1 if i will not seen him in those movies i wont watch them...to hell with disney 1 hell no she doesn't deserve the role after all she's done #justiceforjohnnydepp 1 Name: comment, dtype: int64
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anyways, i'm signing this petition not just because we want johnny depp back as captain jack sparrow, but... i cant stand what the hell is going on with his ex-wife case wat so ever. its literally disgusting after i heard those uncensored audios that amber had hit him etc. i guess, that amber is a freaking cunt. she had to throw johnny out of the bus just to clear her own name like wtf- depp really needs justice here, man. 2 amber heard is the embodiment of hell 2 mr. depp has been innocent all along yet had to go through hell, humiliation and hatred of the masses even without any significant proof or evidence that he was the abuser. he didn't deserve any of it and it's about time amber heard goes through the same and gets what she deserves. you know, fair, equal treatment and all. a manipulative liar and gold digger like her doesn't get to be in a spotlight and to be a star after she intentionally trashed his name and reputation. unfortunately for herself, she chose to mess with a wrong man - a talented genious like mr. depp has billion of fans and admirers all over the world that believed him from the very beginning and they stand true and strong in his fight against his perpetrator. i'm so glad that she didn't get away with it and the truth surfaced. #ibelievehim , #istandwithjohnnydepp , #johhnydeppisasurvivor, #amberheardisanabuser\n\nso now, i believe it's time we demand justice for johhny depp! he lost his role as jack sparrow because of amber heard's false accusations of domestic abuse and lies. please, follow the link below to sign the petition to keep him in potc franchise. together, we are strong and powerful and can change the course of events. disney will have to hear us and consider the fans wish . they are making movies for us, the audience, and they must consider what we want. after all, mr. depp is a victim here and hasn't done anything wrong to lose one of his most epic roles. besides, potc movies are not potc without him. just waste of film and time. please, sign, share and support to make heard really mad and not let her destroy his career he's been building all his life with hard work, unlike her. #jacksparrowforever #johnnydeppisjacksparrow\n\n<a href="https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f" rel="nofollow">https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f</a> 1 how the hell is that bitch getting away with abusing him? she literally chopped off his finger and is aloud to star in a movie. yet he was casted out of potc for some bs lies amber made up. 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 how is it that johnny gets removed from his movie for fighting defamation against him, labeling him a wife beater and losing but amber heard admits to hitting him and gets to keep her rolls? everyone screams equality but when a woman is caught being toxic as all hell, it’s swept under the rug 1 hello everybody! i'm signing this petition because amber heard is a lying harlot and an aggressive woman ! 1 she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 i’m signing because johnny depp is one of my favorite actors, and i love the pirates of the caribbean movies. amber heard can go to hell 1 justice for johnny and amber needs to lose her career, she’s manipulative as all hell. 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 go to hell amber 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 amber should rot in hell. he deserves justice 1 i am signing because amber heard is making a mockery of domestic violence and it's victims!!! i am a domestic violence survivor! any one who can use false accusations of domestic violence i have no respect for! she was the one who threw the wine bottle at johnny causing his finger to get severely cute! she has put johnny through hell because he exposed for what she really is! 1 johnny did nothing wrong, amber heard only married him to further her career and she gave him hell, its time to fight back! 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 there clear evidence against amber and johnny’s had his fucking finger cut off by her! helloo 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 i’m all in the #metoo movement but just because men abuse majority of the times does not mean they cannot be victims as well. johnny deserves justice amber the witch of hell needs to be held accountable and to lose all her movie deals and contracts!! 1 amber heard deserves hell for what she did to him, he did nothing 1 because amber heard deserves to rot in hell. 1 i'm signing because i'm very determined to make this girl's life a living hell. just a little pay back for what she did to our johnny ❤️ she cant even act bruh get emma watson or something. amber more like coal's face makes me nauseous! 1 i'm signing because i am sick of this! why won't she just leave him alone??? the bitch had her time and say! she's been proven to be a liar and guilty of everything she's accused him of doing not just to him but to a lot of people! i hope amber heard is fucking proud of herself. johnny deserve better than this and he deserves as much love and support and if he loses this then i hope she loses her whole career too! i can't believe she's so hellbent on killing his career just to get attention while real victims like johnny are penalized or ignored 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 hello,there are two petitions with the same reason to be , can we merge both so there is one with more than 20k,signs,please?.\nit would be awesome, just like the aquaman one.talking about this one:https://www.change.org/p/l-or%c3%a9al-remove-amber-heard-as-l-or%c3%a9al-spokeperson. 1 i have watched johnny depp forever and i have watched his body language... it brings me to johnny would never do those things! screw you amber, i hope you rot in b movie hell 1 what a despicable example of female empowerment. go to hell amber heard. #justiceforjohnny and i can’t even say that i was ever a johnny depp fan. fuck you amber heard 1 i believe justice is needed for johnny depp. he has been through hell and back because of amber heard. 1 even after evidence has come out of amber heard abusing johny depp, why the hell would you continue to put her in your commercials? l'oreal is all about showing the worth of women and making them feel great about themselves. please serve justice, make the right decision of removing amber heard from this. 1 this woman should be imprisoned. and she even pretends to be a feminist lololol. go to hell amber heard. 1 amber heard is a fucking bitch who lied and has a spot next to hitler and dahmer waiting for her in hell 1 i'm signing because amber heard is a disgusting abusive person, i believed her but after the tapes and all the pictures of johny's injuries, hell no!!!! especially when all the photos she claimed that she had injuries had none what so ever!! this person belongs in jail. i feel so bad for johnny, something deep down inside me knew it was a lie, he is too much of a good person. this lady does not deserve any platform to be a role model, anything she endorses i will not buy or believe. horrible lady. 1 i've admired johnny depp since i was a kid, and i always sensed he was kind and gentle in addition to being talented. he makes every one of his movies more fun and exciting to watch. i never trusted amber for a minute, and i especially hate her for making johnny's life a living hell these past few years and for making it difficult for real victims (men included) to be believed. justice for johnny and karma for amber!! 1 *copied/shared from facebook*\n\n#justiceforjohnnydepp\n#notophysicalabuse\nwarning: disturbing graphics ⚠️\n\namber heard cut johnny depp's finger, burned his cheek with a cigarette, took away his medicines, hit him with a door, hit him, kicked, spit, threw things at his head, made fun of him, insulted him, made him feel inferior and falsely accused him of everything.\n\njohnny depp went through hell because of the lies that amber heard spread & even played the victim. it ruined his career & reputation. truth is now prevailing by bunch of evidences that he provided. he deserve better, he deserve an apology, he deserve justice.\n\nhe lost his role as jack sparrow on pirates of the carribean because of amber heard accusing him of being an abusive partner. imagine how hurt he is he loved that role so much.\n\nlink to all submitted evidences on court by johnny depp: <a href="https://www.fairfaxcounty.gov/circuit/high-profile-cases" rel="nofollow">https://www.fairfaxcounty.gov/circuit/high-profile-cases</a>\n\nfor the full story, watch:\n✔uncensored audio of amber heard admitting his abuse to johnny depp: <a href="https://youtu.be/aca0kwohtqq" rel="nofollow">https://youtu.be/aca0kwohtqq</a> \n\n✔️johnny depp and amber heard abuse claims the anatomy of the lie: <a href="https://youtu.be/6q9xjn3s8ww" rel="nofollow">https://youtu.be/6q9xjn3s8ww</a>\n\n✔amber admits to multiple violences to johnny depp: <a href="https://youtu.be/pbxtr41zftq" rel="nofollow">https://youtu.be/pbxtr41zftq</a>\n\n✔️amber's parents sided with johnny depp: <a href="https://youtu.be/ewijmdzzeju" rel="nofollow">https://youtu.be/ewijmdzzeju</a> 1 johnny's been my favorite actor since i was a kid, and i've never stopped believing in him. i've always known he had a good heart in addition to being talented, and i hate amber for trying to make johnny's life a living hell. she deserves to rot in jail and he must be vindicated. let's protect johnny at all costs!! 1 amber heard is going to hell for this \nfuck wb\njustice for johnnydepp 1 because amber heard is borderline personality as hell and we've all heard the tapes where she admits to being abusive while he leaves. there are no criminal charges . you cant fire someone for abuse when cops never charged someone or even have a valid report where they thought he was being abusive. no one knows what happened between johnny and amber but them. if the cops had charged him with abuse and he was guilty then ok. otherwise warner brothers can eat it. 1 because amber heard is the devil. johnny depp deserves to have his career back, #justiceforjohnny amber heard can rot in hell 1 fools! are you run by men or pussies? scared of the screaming feminists? completely out of touch with what the actual public thinks and you live in a hollywood bubble, the public utilizes twitter, instagram and youtube and the amount of content out there that supports johnny depp and is carefully and thoroughly explaining the evidence that contradicts amber heard's claim and proves her lies, and in her own voice everyone can listen to her shrill screams and threatening intimidation and admission of physical aggression against johnny. surely there are enough of you old crones at warner and disney that remember a time when journalists had to properly investigate and find evidence before printing an article. the word "alleged" seems to have lost importance and the mainstream media machine is hellbent on scandal. the sun is tabloid garbage . johnny depp was not arrested, charged or convicted of domestic violence. so the term wifebeater was incorrect, not based in fact, not accompanied by the word "alleged" and based only on the word of a vengeful and malicious woman looking to gain media attention and sympathy. look into her history, you'll find its not so nice. she is hated, johnny is loved and you made a very impulsive and bad decision in asking johnny depp to resign from his role in fantastic beasts. congratulations, you now have a turkey on your hands because you've just all lost public support and the only reason anyone would have gone to see fantastic beasts. 1 fuck amber heard. the only thing that she's gonna be hearing is the gates if hell opening up from the tidal wave of all the people she has wronged. 1 amber heard deserves to burn in hell 1 go to hell amber heard. #justiceforjohnny 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 what the hell amber heard deserves being treated like a burnt pig shame 1 amber is a nobody, and will never be good in the film industry. she should be blacklisted from hollywood and imprisoned for making johnny's life a living hell!! 1 amber heard should burn in hell 1 Name: comment, dtype: int64
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this woman does not deserve to be a spokesperson for anything! she is an abuser. plus i've been a johnny depp fan for 27 years and there is no way in hell i ever believed that he would cause harm to anyone. get rid of her!! 1 im signing bc amber heard is a stupid bitch who will burn in hell for her horrible acting as the victim when shes the abuser justice for johnny depp 1 i'm signing this because we'll first lord forgive me but i hope she burns in hell 1 because amber heard is a bitch who deserves to have her career ruined and to die and burn in hell 1 ihope that bitch is fucking routing in hell. johnny depp deserve better!!! 1 amber should rot in hell. he deserves justice 1 justice above gender ! i wish all those funded campaigns making woman rebel against straight men, religion, society, decency may burn in hell ! 1 she is an abuser no way in hell she can be in that movie again 1 fuck amber, abuser should rot in hell. fuck loreal for supporting her act of violence towards another human being. fuck you, fuck amber. peace out! 1 fuck amber heard, everyone knows she’s a lying dumb bitch and johnny is innocent. rot in hell bitch. 1 because amber heard deserves to rot in hell. 1 i refuse to watch any movies that feature this sorry excuse for a woman, this scheming witch, this nobody. i hope she burns in hell for pretending to be innocent and framing johnny depp! 1 let these women rot in hell 1 amber heard deserves to burn in hell 1 she is an abuser and doesn’t deserve to continue her career as johnny depp loses his! she deserves to rot in hell! 1 because amber heard is the devil. johnny depp deserves to have his career back, #justiceforjohnny amber heard can rot in hell 1 she can have a fun time rotting in hell. 1 voting because liars should rot in hell 1 she belongs in hell 1 a disgusting person. a disgrace to the human race. i hope she rots in hell 1 justice will be served. may this man have his career+life back and intact and may that damed woman burn in hell. 1 amber heard is a fucking bitch who lied and has a spot next to hitler and dahmer waiting for her in hell 1 amber heard should burn in hell 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('tohell')].comment.value_counts().head(60)
she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('to hell')].comment.value_counts().head(60)
i don’t like narcissistic monsters and refuse to have her represent women ever again. go to hell you she-devil 1 rus\nактёр, что ведёт себя, как последняя тварь не может играть в этом фильме и эту роль. к чёрту её и её лживую морду.\neng\n(an actor who behaves like the last creature can't play this role in this movie. to hell with her and her lying face.) 1 i have watched ah and i believe she used depp to springboard her career. i think she should endure what she put depp through. i refuse to watch her in anything. to use someone elses life to give yourself power is disgusting. to abuse someone else while you confront your sexuality, which is what i believe happened, is sadistic and evil. if ms. heard wants to muff dive some other woman, news flash, no one gives a damn. however accusing depp to make yourself look like someone "vulnerable" is sick. \ni want depp to be given his life back. heard can go to hell. for those of you who think i am harsh, i lived in an alternate lifestyle for quite a few years but i didn't have to destroy someone else's life to have my own. 1 amber can go to hell. punishing johnny because she got bored torturing and leeching from him, don't let her move on to another victim 1 if i will not seen him in those movies i wont watch them...to hell with disney 1 i’m signing because johnny depp is my literally childhood like i can’t believe that some judge would actually believe amber heard or whatevr her stupid name is like johnny depp is losing his fucking job and amber heard decide to abuse him he is the most sweetest person aliveeeee how could u hurt someone like that i hope she goes to helllllllll johnny depp if ur reading this i wanna hug u so badddd i rlly wanna help u rn i can’t see u suffering like this u inspired me so much pirates of the caribbean omg i love u so much i swear to god mad hatter was my fav character from alice in wonderland and jack sparrow ur a amazing actor and u will get back on ur feet so i’m signing this in hoping this will help u 1 johnny depp is innocent that dump ass judge didn't even look up evidence and hers my thing if and if a johnny deep really accused amber way back then then why she didn't come out then why is she says this know!!!!! we're is the fucking proof!!!!!!! johnny deep is innocent!!!!! and amber!! go to hell! 1 if johnny doesn't get rehired i am going to be a mix of sad, mad, disgusted, and if they don't rehire him, they might as well cancel the whole series!! amber was actually the one who was hitting j.d., she can go to hell for all i care!!! just rehire johnny depp!!!!! 1 i’m signing because johnny depp is one of my favorite actors, and i love the pirates of the caribbean movies. amber heard can go to hell 1 go to hell amber 1 what a despicable example of female empowerment. go to hell amber heard. #justiceforjohnny and i can’t even say that i was ever a johnny depp fan. fuck you amber heard 1 johnny depp ain’t diserve this bullshit, and she can go to hell 1 lies go to hell 1 yo this girl can go to hell, real pos 1 i hate amber heard , does can that woman ruin every mans lives, i hope she dies quickly and goes to hell , to hell with you , amber heard !!!!!!!!! 1 go to hell amber heard. #justiceforjohnny 1 amber heard is going to hell for this \nfuck wb\njustice for johnnydepp 1 this woman should be imprisoned. and she even pretends to be a feminist lololol. go to hell amber heard. 1 it’s time we believed the victim. i’m so outraged that this bimbo’s lies will harm so many—including and especially *actual survivors*. she can go to hell. or back to texas, either one. 1 Name: comment, dtype: int64
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Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('of hell')].comment.value_counts().head(60)
amber heard is the embodiment of hell 2 i am a survivor of domestic violence. i can't do anything to help johnnydepp, but i can help amber destroy her career. she doesn't deserve to any positive recognition. she needs to go down to the pits of hell where she belongs. she is a true, plotting and scheming sociopath. she discredits all victims of abuse, male and female. 1 i’m all in the #metoo movement but just because men abuse majority of the times does not mean they cannot be victims as well. johnny deserves justice amber the witch of hell needs to be held accountable and to lose all her movie deals and contracts!! 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('fromhell')].comment.value_counts().head(60)
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# df_comments[df_comments.comment.str.contains('from hell')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('demon from hell')].comment.value_counts().head(60)
she’s a man abuser and is a demon from hell 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserves hell')].comment.value_counts().head(60)
amber heard deserves hell for what she did to him, he did nothing 1 Name: comment, dtype: int64
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df_amber[df_amber.comment.str.contains('should be punished')].comment.value_counts().head(60)
amber is the most abusive, lied and have past of abusive as well as johnnydepp's ex's defended johnny saying he's not the one to be abusive and amber's ex-girlfriend defended johnny that amber is the one who is abusive.\n\namber you're a disgrace and should be punished!\n\n#justiceforjohnnydepp\n#boycottamberheardforever\n#blacklistamberheardfromallmovies 1 jd is the victim. he has suffered enough. he will never be the same again. praying he will get help to put this trauma behind him. i heard him say in the recorded conversation that amber makes him hate himself. i hope one day he will rise back up and love himself again. he has many fans that love and support him. she called him weak and mocked him. i hope he knows that he is not weak but instead very strong. it took a lot of courage for him to admit (as a man) , he was victimized by a woman. many men are victims to this kind of abuse but are afraid and ashamed to come forward because as amber said, "no one will believe a 115 lb women is the abuser." \ni know this because my teenage son was a victim to a female abuser just like amber. he was torn down to shreds and is still trying to climb back up. the damage is deep. its an awful thing that happened to jd but it will definately bring much needed unawareness that males are victims too! awareness and the signs to look for about this emotional and physical abuse should be taught as part of middle school and high school curriculum. teen boys need to understand that this type of behavior from girlfriend is not normal or is it love. victims are male and female. amber is a monster and should be punished accordingly. disney please stand behind jd and bring him back! it is the right thing to do! 1 the evidence clearly shows that johnny tells the truth and amber is the real abuser. this has to be universally acknowledged. he needs justice which also means amber should be punished accordingly. 1 as a victim of domestic violence and being in a dv shelter i don't agree that a woman like amber heard should get away with portraying a victim of domestic violence and getting away with accusing him of such abuse and ruining his career. amber is tainting any of us woman who were abused with such violence. give johnny his job back . yes i was abused yes i believe abusers should be punished but no i don't believe a woman like amber should get away with lies on abuse. woman like her could do this to any man and its not right 1 bring johnny back. there is proof amber heard hit him. whether or not he hit her she should be punished. 1 amber heard is the one, who should be punished by losing her roles in movies, including aquaman and locked up behind bars! she should be totally and completely ashamed of herself for what she had done to my favorite actor! there was no reason for her to put johnny depp's life and career in jeopardy that way! amber heard is the real abuser and johnny depp is the real victim! 1 amber heard is an abusive witch and abusers should be punished not their victims! 1 amber is lying. she has a history of violent and unruly behaviour. she should be punished not poor johnny depp. 1 johnny depp has always been a down to earth kind of person. he's a private person who has always put his family first. he is has been accused of something that he did not do. he should not be punished for a lie. i am a woman and do not believe amber heard. especially after watching police footage of amber and the supposedly destroyed apartment. she had no bruising on her face or the police would have noticed and said something. the apartment was completely clean and orderally. amber should be punished and black listed for lying!! 1 amber heard lied and used stage makeup to fake abuse proof. she used the metoo movement and real domestic violence survivors to boost herself and her career. she should be punished and he should be reinstated to his roles. false allegations hurt real victims, something she is not. 1 johnny depp being fired from fantastic beasts was entirely due to amber heard and her lies about depp. i feel she should be punished in the same way. i certainly will never pay to see her. i will continue to support mr. depp. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('needs to be punished')].comment.value_counts().head(60)
amber heard is the abuser and needs to be punished 1 johnny depp is an absolute legend and an incredible person. amber heard and this garbage judge needs to be punished 1 as a survivor of domestic violence myself, i'm signing this petition because johnny depp is also a survivor of domestic abuse by his narcissistic ex-wife amber heard. amber heard is an evil narcissistic monster & she needs to be punished for everything she did to hurt johnny. just because he is a man doesn't mean that he can't be abused. domestic violence goes both ways. i refuse to watch any movie that removed johnny depp or contains an evil narvissistic monster like amber heard. 1 amber heard needs to be punished for her flagrantly abusive actions towards johnny depp 1 stop the unfair treatment meted out to johnny depp. amber heard needs to be punished for the crimes she has committed. 1 i'm signing because amber heard is trash and men and women need to be treated equally if johnny depp one of the most well respected brilliant actors is actually stepped down then this nobody ever heard definitely needs to be punished as well she is not innocent just cuz she's a woman is not justify anything. fire her ass because i definitely will not be watching any movie she is cast in. what's more important losing an actress or losing millions of dollars. the decision is pretty simple to me 1 amber is abusive and needs to be punished since she wont be jailed 1 spousal abuse is horrible and not to make light of it or diminish it in any way but to me when the abuser lies to the extent that amber is and plays to public sentiment about her being a 'helpless female victim' it needs to be punished harder, its almost rising to criminal conspiracy level shit with her. \n\nif shes in this movie, i won't watch it nor will and wb, dc or disney movie ever be on my television again. 1 he needs justice. just because it was a women abusing him doesn’t mean anything. a women abusing a man is the same as a women being abused by a man. he needs a fair trial and amber heard needs to be punished. 1 amber heard is a criminal liar. she lies to the court, the tv, her family and friends, the press and everyone else. the evidence against her are abundantly clear and can prove her lies. whether or not they call themselves a judge, anyone who ignores the evidence and witnesses and does not purposely punish they will let her get away with her crime. she needs to be punished it's so obvious. 1 it isnt fair that he gets taken out from false alligations. amber heard needs to be punished. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('deserves punish')].comment.value_counts().head(60)
amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 i believe johnny depp should have his role back and be free from all these charges. it’s clear that amber heard is a rotten rat corpse and deserves punishment. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('punish amber')].comment.value_counts().head(60)
this is wrong to not punish amber the same way and redeem johnny depp when he was found not guilty. 1 punish amber heard! 1 anyone can be a victim of domestic violence. anyone can be an abuser. women who abuse their male partners should be held accountable. amber heard abused johnny depp and made up lies, causing damage not only to his career, but to him as a person. punish amber heard. justice for johnny depp. bring him back. 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains('karma for amber')].comment.value_counts().head(60)
# df_amber[df_amber.comment.str.contains('iscriminal')].comment.value_counts().head(60)
df_amber[df_amber.comment.str.contains('is criminal')].comment.value_counts().head(60)
i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift & severe punishment in order to be made an example of. #justiceforjohnnydepp 6 i am neither russian nor a bot. amber heard has accosted dv victims the entire world over with her "crying wolf" shenanigans. what she's done is criminal! there needs to be swift and severe punishment in order to make an example. #justiceforjohnnydepp 1 in this country we are innocent til proven guilty. criminally charged that is, not rendered guilty by a trash magazine. and genders should be felt with equally. but johnny had lost everything, while amber had lost nothing. even though there’s been overwhelming proof of her constant fabricating lies. there is so much proof that proves depps innocence. witness statements, pictures, police cam footage etc. johnny has done so much great work with disney and warner bros. and he’s made them a lot of money. instead of standing their ground and supporting and backing him, they chose to drop him. he’s built up a great career through years of hard work and dedication. how is it that he lost this great reputation without all the facts. \nwhat the movie industry has done is criminal. when do they start taking away roles from amber? when do they start treating her the same way? 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('crime')].comment.value_counts().head(60)
amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 3 i think the point you make that had any of the allegations amber heard made were in any way true, johnny depp would have paid upfront to keep her quiet. the fact that he chose to fight it says a lot. as does the fact that she kept saying that she was going to file charges but never did. he was never actually charged. if he had been charged he would have been arrested by the lapd, that's what they do even before the charge is investigated. and in the end amber heard settled. based on the evidence lists that both sides gave to the court johnny depp had proof of something about amber heard, something that would have either ruined her career or put her behind bars. that's why she settled. the bruises were created by her make up artist friend, text messages were fake and that video that shows a grumpy johnny depp pouring a glass of wine, slamming cupboards and then stopping her from recording him, all the while you can hear her egg him on, was a set up obviously. and why is that video so blurry with today's technology. i'm not even 100% sure that's johnny depp, the guy actually looks like her father. but we'll assume that it is johnny depp since that's what she wanted the public to believe. there was no crime in that video. people need to get the facts. 1 when amber heard accused her then husband of dv the world and the media turned on him and as a result his career suffered. he was never charged nor proved to be guilty of this alleged crime yet she sat back and allowed the onslaught to continue. as we now know she herself has a history of dv and also is accused of the same towards her then husband. she is also guilty of falsifying documents. she is not a great role model and she is a proven habitually dishonest person. shall i go on.. 1 mr depp has not been convicted of any crime in a court of law. indeed, he is clearly a victim of assault by his ex-wife amber heard. you are wrong to have asked him to resign and i will be boycotting all your productions as of now. 1 he is innocent. there is proof that amber heard abused johnny. she is a criminal, who has taken away an incredible actors freedom. she is an abuser and should not be put on a pedestal just because she is a women. women are just as capable to be abussers and criminals. she's abused him and has used her power as a women to manipulate the court into thinking it isn't possible that she did it. this way of thinking where a women can't comit a crime is tone deaf and outdated. men and women where born the same ways, and can do anything. she wants his money, and she wants to put him through hell. do you want to see johnny live a peaceful life, and provide the world with unforgetable content ? sign the petition and make johnny keep thriving happy and safe. it's all up to us to save johnny, and help him fight for justice. will you sign the petition? 1 amber heard has committed the crime of abuse causing great bodily harm. she has also lied in court to frame an innocent man. she abused her wife her assistant, her sister and her parents. it’s suspected she has abused cara and elon. she needs to be stopped as much as a serial killer can’t stop and needs to be stopped. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witnessed the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. 1 amber heard has a history of being abusive emotionally and physically to not only johnny depp but other partners and employees. she was even arrested for domestic violence by an officer who witness the assault. heard should not be rewarded for accusing someone else of the very crimes she herself has perpetrated onto others. johnny depp who did not have this history in his former relationships is the victim of abuse and at some point victims do fight back as a result of the abuse. he should not be punished for being a victim. i for one will not watch aquaman 2 if she is in it and i am sure i am not alone. 1 as a survivor of a narcissistic abuser myself, i want awareness of this abuse to be raised and amber needs to be made an example of, the way she tried to further abuse her victim johnny depp by using the smear campaign tactic to cover her tracks and make an “example” of him before he might call her out on her abuse. so she demanded he be “canceled” it’s only fair that she receive the punishment for the crime that she saw for when it was “johnny” who she convinced society was guilty for abuse... now that she has been exposed it’s only fair, she receive the punishment that she saw fit for him. 1 amber heard is a terrible actress and has ruined everything shes ever appeared in and to top it all of shes an abusive piece of shit who should be not only blacklisted but arrested for her crimes 1 amber is absolutely stupid. it’s outrageous how she made up a ton of bs about johnny and then warner bros fired johnny over a crime he didn’t commit at all. she is also a dumb crap abuser. 1 amber heard is an abuser of men and women and needs to be held accountable for dv crimes. 1 i'm signing this because i believe it is monumentally unfair amber heard has been allowed to continue in the employment of these companies when it is crystal clear she's a liar and an abuser who betrayed all laws of humanity by lying to the world in a bid to destroy a good man and frame him for the very crime she is guilty of herself johnny depp had not been arrested nor proven to be an abuser of any kind and the man lost two major movie roles as a result of this woman's lies warner bros and disney fired him without any evidence as the old saying goes "innocent until proven guilty" amber has a history of arrest for domestic violence she was arrested and it is abundantly clear that she's guilty of abusing johnny depp and yet has not faced the same fate as he did warner bros has completely ignored this why?! because he is a man!? it's a disgrace! the woman has lied through her teeth about all of it!! she promised yo help vulnerable people and dying children and it was all for publicity as she hasn't made good on any of it and she's been allowed to get away with it! i am a domestic violence survivor and i and others like me have listened to the audio have seen txts from her about hurting depp we've seen and experienced that abuse before and she is no victim or survivor she is the abuser!! so to still back her is like spitting in all the faces of those like me who are genuine dv survivors! this needs to change johnny depp is innocent amber heard is an abuser! 1 amber heard is a criminal liar. she lies to the court, the tv, her family and friends, the press and everyone else. the evidence against her are abundantly clear and can prove her lies. whether or not they call themselves a judge, anyone who ignores the evidence and witnesses and does not purposely punish they will let her get away with her crime. she needs to be punished it's so obvious. 1 amber heard is an abuser and must be held responsible for her crimes and face repercussions 1 the right thing to do is to make the guilty stand in punishment for their crimes. amber heard is horrifically psychotic. she has a history of violence against others. make her pay for her crimes. 1 amber heard is an abuser and a liar, who commits crimes without a care. 1 johnny depp has never been confirmed to have committed any crime against amber heard. he won the role of gellert grindlewald due to his incredible acting talent. basically, he is the character gellert grindlewald. no one could ever come even remotely close to replacing mr. depp in the fantastic beasts movie world. 1 johnny perdió su papel de capitán jack sparrow debido a las mentiras y la campaña de difamación lanzada por su ex esposa amber heard y casi perdió el papel de grindewald en fantastic beast 2: crimes if grindewald. amber heard ha pasado a protagonizar aquaman, que recaudó más de mil millones de dólares, un acuerdo de patrocinio con l'oreal y se ha convertido en embajadora de la onu y no ha sufrido ninguna de las reacciones violentas que johnny tiene a pesar de que la verdad salió a la luz de que ella era abusador en ese matrimonio de 15 meses y ella era la que usaba el movimiento yo también para su propio beneficio y se burlaba de los sobrevivientes reales de violencia doméstica. deja a amber heard como mera, elige a otra persona para este papel que realmente tenga talento para actuar y deja que amber heard sufra las consecuencias de las que se ha salido con la suya durante mucho tiempo. 1 stop the unfair treatment meted out to johnny depp. amber heard needs to be punished for the crimes she has committed. 1 amber heard exhibits classic traits of narcissistic personality disorder. that means she lies as much as she breathes. and she projects her “crimes” on to him. he is innocent of abusing her. what woman can sit and eat snacks while being questioned by the police to relive their “abuse” incidents? watch that video. her body language says she’s lying and her words are an admission to what’s she herself has done. as having abuse in my past as a woman, i know the difference between actual abuse and a narc claiming they are the victim when they are really the perpetrator. ask any body language expert. she’s lying. we want johnny back! he may have drinking and/or drug issues, but that doesn’t make him a bad man. the pics of his desk look too “staged” and since he was the one being abused but blamed for it, it’s no wonder why his self-medicating would increase while he was with her. she made him worse. whatever his demons, she was aggressive, hostile and provoking. that is so very obvious. amber probably have the judge some big time crocodile tears and some flirting to get him to side with her. 1 johnny depp nailed the role in crimes of grindelwald. i don't want to see that role replaced. fire amber heard instead! 1 amber heard is a criminal...supporting criminals is a crime itself . she beat her husband, bullied him for money, faked herself as the victim to get huge amount of cash...her rightful place is jail . 1 it is appalling that someone like amber heard is still "working the crowd" with her false accusations against johnny depp. she is self-serving and was using her relationship with johnny depp to advance her own agenda. this truth can be seen with great clarity, as we have born witness to her scheming ways. as far as i know, this is a country where men (and women) are innocent until proven guilty. there is absolutely no proof that any of ambers allegations against johnny depp were true. the police have thoroughly investigated this matter and found that no crime has been committed. johnny's ex's all came forward with their testimony as a testament to his character and integrity. amber, in fact, used manipulative and dishonorable methods to put forward a story that is as full of holes as her own feeble mind. it is my greatest hope that we can, together, keep this unscrupulous person from becoming a part of this important platform. we simply don't have to "believe" every women who cries wolf, do we? i hope knot! just the facts, please! 1 amberturd is an ugly, lying, violent abuser who must be convicted of her crimes. 1 amber turd is an ugly, lying, violent abuser who must be convicted of her crimes. 1 this digusting bitch abused johnny and then pretended to be a victim it's truly outrageous she ruined depps life for her own gain she ruined him physically and mentally he will bear those scars it's soo sad :( but no matter what we will stand by him and fight for what's right the truth is already out we can't just give up we must cancel scamber turd she shouldn't be left like this she must suffer for what she has done she has caused a lot of damage \nwe must boycott all the movies she's going to be in or any role she's going to play we will wipe it all out let's cancel her from the industry permanently\nfucking bitch\ni don't care if she's a women she comitted a crime and a crime is a crime regardless of her gender\ngo to jail you snake 1 amber heard not only is an abuser, she blamed her victim for her own crime. johnny lost work, she should lose work. 1 i am gobsmacked and angry that l'oreal continues it's association with amber heard and unashamedly uses her as their spokesperson to advertise their products. the message that this sends to the world is they care only for the bottom dollar and not for how offensive this is to the public, many of the people buying their products are women and they (or their marketing pr department) fail to recognize how the public, and many women are learning about the truth and of the real amber heard, the ex stripper trailer trash and known perpetrator of domestic violence. clearly they do not have their finger on the pulse or if they do they are sending out the message to the public and their consumers that they side with a known abuser whose intentions are to associate herself publicly with people, insert herself into movements designed to support victims (not abusers) and be the public (smug, conceited and arrogant) face of l'oreal, among others. heard has proven herself to be unstable, opportunistic, manipulative, scheming, compulsive liar. she is highly narcissistic and the emotional, psychological and physical abuse she has committed against johnny depp is clearly evident in the audio recordings and depositions and most importantly, her false testimony in a court of law when on the stand in the uk and her false accusations of domestic violence in numerous media publications and interviews. she shows a complete lack of remorse for the damage she has caused to johnny depp's reputation and career and to him and his family. the lengths to which she is willing to go in order to harm his reputation only proves how dangerous and untrustworthy she is and anyone who has ties to her professionally or otherwise is opening themselves to risk as she has shown her true nature, her motivation to gain financially and to gain the support of various movements by acting as a victim is disgraceful and does great damage to the integrity of those movements and to any victim of domestic violence who comes forward. any person who comes in contact with her be it an assistant, producer, director or fellow actor is exposing themselves to risk as she is willing to go to great lengths to harm others for her own personal gain, either for financial gain or for publicity. l'oreal are foolish to risk being associated in any way with her drama's and lawsuits. the australian federal police are actively investigating her for the serious crime of perjury for which will result in a jail sentence. any person or company associated with her will have to explain their reasons for choosing to support a known perpetrator of forgery, perjury and domestic violence. i will not buy any product from l'oreal and i will not support any movement associated with her until she is publicly and lawfully held accountable for her crimes and for her lies 1 i'm signing because johnny is the victim not the criminal. his life has already been hard enough having to go through what amber did to him but for that to now prevent him from doing the job he loves and bringing to life the characters we know and love him for is a crime in itself. #istandwithjohnny 1 amber heard is a disgusting human being and i want nothing more than to see her rot for her crimes. 1 amber heard is an abuser and if she won’t be punished by the criminal system, we will punish her by not using products she endorses and not watching movies she is in. damage her career. she will pay for her crimes one way or another. 1 domestic abuse is an ugly, horrible, violent crime. there are many strong, wonderful women who aren’t implicated in abuse. no amber heard. find someone else. 1 johnny depp has been one of my favorite actors since potc. not only does it suck for the fans but it sucks for me. because we had someone we were inspired by, looking up to him. crimes of grindelwald wasn't my cup of tea, but his performance was the only highlight. warner bros just took it all away because someone by the name of amber doesn't have the stomach to admit her crimes. this hurts, this hurts that something like that has to be affecting for actors and figures we love. johnny depp deserves respect and justice, he doesn't deserve to be in the dirt rotting on depression. 1 johnny depp is an amazing actor who doesn't deserve to be handled this injustice. amber heard should be facing jail time for her crimes and false accusations towards depp. 1 ms. heard admits abusing johnny depp on audio tape. she says she cant promise not to get violent again while he says there must be no violence. johnny's massive evidence and witnesses were ignored. the plentiful testimonies to his good character from colleagues and ex partners were ignored. amber's drug and alcohol abuse was ignored while johnny's was used to incriminate him as an abuser which does not prove abuse. police testimony was ignored. crapping on his bed and verbal abuse by amber was ignored. the judge lied in his verdict and said she never committed a crime when she assaulted another ex partner also and is being investigated for perjury in australia. the injury to his finger shattered his bone. it was obviously from a thrown object not self inflicted. this judge made huge assumptions about johnny's mood and character and made a biased ruling based on assumptions. we demand a fair appeal for johnny the clear victim of verbal physical emotional abuse. all those are documented on the tapes. 1 johnny has suffered long enough and needs to get back in the spotlight, while amber must be blacklisted from hollywood and imprisoned for her heinous and unforgivable crimes. justice for johnny and karma for amber!! 1 amber has enlisted others to bully johnny. this campaign has got to stop. johnny has never been charged or convicted of any crime. 1 johnny depp had a court case against him in another country where a judge not a jury found against him, the judge ignored evidence & that case (against a tabloid rag) was a joke! there is plenty of evidence that harridan amber heard is a liar as well as proof she abused past partners. it’s time to stop punishing johnny depp, hear his case, prosecute amber heard for her crimes and release his films! we want to see it!!! y’all picked the wrong celebrity to pick on, we love johnny depp. amber heard is an abuser, time for her to be charged & held accountable like men who are abusers! that’s progress & true equality! 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('pay for her crime')].comment.value_counts().head(60)
amber heard is an abuser and if she won’t be punished by the criminal system, we will punish her by not using products she endorses and not watching movies she is in. damage her career. she will pay for her crimes one way or another. 1 the right thing to do is to make the guilty stand in punishment for their crimes. amber heard is horrifically psychotic. she has a history of violence against others. make her pay for her crimes. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('commits crimes')].comment.value_counts().head(60)
amber heard is an abuser and a liar, who commits crimes without a care. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('her crime')].comment.value_counts().head(60)
amberturd is an ugly, lying, violent abuser who must be convicted of her crimes. 1 amber turd is an ugly, lying, violent abuser who must be convicted of her crimes. 1 i am gobsmacked and angry that l'oreal continues it's association with amber heard and unashamedly uses her as their spokesperson to advertise their products. the message that this sends to the world is they care only for the bottom dollar and not for how offensive this is to the public, many of the people buying their products are women and they (or their marketing pr department) fail to recognize how the public, and many women are learning about the truth and of the real amber heard, the ex stripper trailer trash and known perpetrator of domestic violence. clearly they do not have their finger on the pulse or if they do they are sending out the message to the public and their consumers that they side with a known abuser whose intentions are to associate herself publicly with people, insert herself into movements designed to support victims (not abusers) and be the public (smug, conceited and arrogant) face of l'oreal, among others. heard has proven herself to be unstable, opportunistic, manipulative, scheming, compulsive liar. she is highly narcissistic and the emotional, psychological and physical abuse she has committed against johnny depp is clearly evident in the audio recordings and depositions and most importantly, her false testimony in a court of law when on the stand in the uk and her false accusations of domestic violence in numerous media publications and interviews. she shows a complete lack of remorse for the damage she has caused to johnny depp's reputation and career and to him and his family. the lengths to which she is willing to go in order to harm his reputation only proves how dangerous and untrustworthy she is and anyone who has ties to her professionally or otherwise is opening themselves to risk as she has shown her true nature, her motivation to gain financially and to gain the support of various movements by acting as a victim is disgraceful and does great damage to the integrity of those movements and to any victim of domestic violence who comes forward. any person who comes in contact with her be it an assistant, producer, director or fellow actor is exposing themselves to risk as she is willing to go to great lengths to harm others for her own personal gain, either for financial gain or for publicity. l'oreal are foolish to risk being associated in any way with her drama's and lawsuits. the australian federal police are actively investigating her for the serious crime of perjury for which will result in a jail sentence. any person or company associated with her will have to explain their reasons for choosing to support a known perpetrator of forgery, perjury and domestic violence. i will not buy any product from l'oreal and i will not support any movement associated with her until she is publicly and lawfully held accountable for her crimes and for her lies 1 amber heard is an abuser and if she won’t be punished by the criminal system, we will punish her by not using products she endorses and not watching movies she is in. damage her career. she will pay for her crimes one way or another. 1 johnny depp has been one of my favorite actors since potc. not only does it suck for the fans but it sucks for me. because we had someone we were inspired by, looking up to him. crimes of grindelwald wasn't my cup of tea, but his performance was the only highlight. warner bros just took it all away because someone by the name of amber doesn't have the stomach to admit her crimes. this hurts, this hurts that something like that has to be affecting for actors and figures we love. johnny depp deserves respect and justice, he doesn't deserve to be in the dirt rotting on depression. 1 johnny depp is an amazing actor who doesn't deserve to be handled this injustice. amber heard should be facing jail time for her crimes and false accusations towards depp. 1 amber heard is a disgusting human being and i want nothing more than to see her rot for her crimes. 1 amber heard is a terrible actress and has ruined everything shes ever appeared in and to top it all of shes an abusive piece of shit who should be not only blacklisted but arrested for her crimes 1 amber heard is a criminal liar. she lies to the court, the tv, her family and friends, the press and everyone else. the evidence against her are abundantly clear and can prove her lies. whether or not they call themselves a judge, anyone who ignores the evidence and witnesses and does not purposely punish they will let her get away with her crime. she needs to be punished it's so obvious. 1 amber heard is an abuser and must be held responsible for her crimes and face repercussions 1 the right thing to do is to make the guilty stand in punishment for their crimes. amber heard is horrifically psychotic. she has a history of violence against others. make her pay for her crimes. 1 johnny depp had a court case against him in another country where a judge not a jury found against him, the judge ignored evidence & that case (against a tabloid rag) was a joke! there is plenty of evidence that harridan amber heard is a liar as well as proof she abused past partners. it’s time to stop punishing johnny depp, hear his case, prosecute amber heard for her crimes and release his films! we want to see it!!! y’all picked the wrong celebrity to pick on, we love johnny depp. amber heard is an abuser, time for her to be charged & held accountable like men who are abusers! that’s progress & true equality! 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('prison')].comment.value_counts().head(60)
amber tried to extort $ from johnny by demanding he pay $50,000/mo +$100,000 lawyer fees + use of condo and car, within 5 days, or scamber would claim abuse and file a restraining order. johnny was innocent, so he refused her extortion attempt. then she filed the restraining order, and the hearing was set. scamber knew johnny had 23 witnesses on his behalf, and she was afraid of going to prison for lying about abuse, so she settled for $7 million. then she broke the non-disclosure agreement, so the $ went to charity and she ended with $0-karma! 1 im signing because ambee heard need to go to prison and johnny depp should keep all his roles 1 she obviously did not get abused they blatantly ignored her admitting she beat depp over the phone in court she does not deserve anything but prison 1 heard should be in prison, i am glad that more and more people are getting to know the truth about her. 1 because men can be victims too and amber heard deserves to be in prison now. 1 amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 people like her who are abusers shouldn’t be getting contracts and shouldn’t be role models for teens or children. she needs to be in prison and jonny needs to get justice! 1 amber heard is a monster. like any domestic abuser. put her in prison. 1 amber heard needs to be put in prison 1 i'm sad and angry at amber for all of this evil torture she has put johnny through, plus it's high time she should get locked up in prison. 1 fuck you amber heard rot in fucking prison you disgusting bitch.❤️ 1 she's a psycho bitch who deserves to rot in a prison cell that's why 1 wtf prison now 1 i am a domestic violence victim who suffers from prisoner of war syndrome and whose children suffer from stockholm syndrome. i know this nightmare all to well as we have lived 11 years of abuse. \na victim knows the signs of abuse and of an abuser, amber is not a victim! by glorifying her tactics you demean all of the true victims that have fought for their lives and the lives of their children; some having lost that battle. her gross display of "victimization" sets back all women (and men) who have suffered from this type of dangerous controlling behavior as just another "trivial complaint". \nplease find someone else worth this role and status, she is not it. 1 she should be in prison. 1 amber should be in prison 1 she deserves to go to prison. she lied about abuse claims and hurt johnny. the system failed jonny depp and by firing her, we all show our support for him. she only added to the stigma that men can’t speak up when they are abused and that women lie about being abused by making up claims. she deserves to rot in jail 1 she's an abuser, i dont support that shit... she should be treated the same as a male who abuses his wife... we love to say equal rights as a society but we're honestly gonna let an abuser get away with this just coz shes a woman? nah fuck, that prison is where you go 1 she doesn’t deserve fame. she deserves a prison cell for domestic violence!! 1 i had to flee the united states because of false arrest and false imprisonments... now i'm trying to get the f.b.i. involved. i've lost so much myself because of actions like amber heard's. she's a bad role model for children... she shouldn't be on the screen! i feel sorry for johnny!\n\njudge deanna henschel: <a href="http://www.deannahenschel.com" rel="nofollow">www.deannahenschel.com</a>\natty. jennifer peeler: <a href="http://www.jenniferpeeler.com" rel="nofollow">www.jenniferpeeler.com</a>\nofficer travis counts: <a href="http://www.traviscounts.com" rel="nofollow">www.traviscounts.com</a>\ndeputy david king: <a href="http://www.deputydavidking.com" rel="nofollow">www.deputydavidking.com</a>\nsheriff: <a href="http://www.sheriffmattcarter.com" rel="nofollow">www.sheriffmattcarter.com</a>\nupcoming book: <a href="http://www.judicial.center" rel="nofollow">www.judicial.center</a> 1 amber heard is a criminal who should be in prison 1 i want to see her in prison for at least 30 years for domestic violence and attempted murder 1 amber turd should be fired and imprisoned for ruining this legends career 1 i'm signing because i have never doubted him! i never thought he was the type to hurt someone he loved! she is a monster! \nif it was the other way around he would be in prison but it's ok for her to bash him! i think not! 1 she was obviously extremely abusive towards johnny depp he had many videos along with evidence against her, she also came up with false evidence and she has ruined his career. their is no excuse for her actions and she should be in prison for her actions because she has nothing to justify them. 1 amber should be serving life in prison 1 he is a great man his ex wife defended him, and amber could be facing 3 years in prison because she fabricated evidence. 1 i’m signing bc he deserves justice and amber deserves fucking prison 1 johnny deserves everything in this world. he is the kindest person i know. i cant believe that some people cant see that he wouldnt hurt even a fly. #justiceforjohnnydepp #prisontimetoamberheard i wont stop fighting for you johnny❤️梁 1 this b*tch deserves to be in prison for life 1 im signing because amber heard is a domestic abuser and should rot in a prison cell 1 amber heard was arrested in 2009 for domestic violence, she continued her abuse by abusing mr johnny depp- physically, emotionally & financially. she attempted to blackmail him and created false accusations. she boasted for years that she donated the entire amount of her divorce settlement 7 million dollars- another proven lie. she is a fraud and abuser. she should be fired from all roles and blacklisted from hollywood. she must be held accountable & she deserves prison time. she is no role model for children and should not be representing companies. 1 a person should not be penalized for personal issues, especially when there is video proof that his ex wife is a liar and a terrible human. why would you side with her? he has not been sent to prison for domestic violence. give him his job back people 1 amber heard is not a pleasant person,\nwhy should she get away with battering jonny and theres suggestions previous partners,\nbeing a female doesn't make it ok.society thinks its funny and men are weak who get battered by women its a disgrace \nnow give her the same treatment take her career and life from her see how she likes it.\nlet her have the stigma of being an abuser,\nhopefully no one will touch her with a barge pole\nshe needs prison time \nbecause abuse to any one human or animal is not ok 1 this disgusting person has made a mockery of real abuse victims and the process forced upon them to seek justice. amber used every resource available for greed and harm! she is a vile person who deserves to rot in prison. she's a proven abuser, multiple times over with more than one victim!! if she continues to work people will continue to boycott! we do not stand with abusers!!!! 1 she should be in prison for abusing johnny depp and for lying for so long 1 #justiceforjohnnydepp \n#prisonforamberheard 1 spousal abuse has to be stopped on both sides. men and women. this woman is a liar and an abuser. she belongs in prison for domestic violence, perjury, and filing false reports with the police. 1 she belongs in prison with the other women who falsely accuse men 1 there is obvious evidence to the naked eye and ear that proves she’s a manipulative abuser. celebrity status should stand in the way of real justice. imprison amber heard is my stance. 1 i stand with johnny depp. men get abused too. for a woman to do what she has done, amber should face at least over 10 years in prison. depp shouldn't have to fight this hard for his voice to be acknowledged as a victim!!! give depp his roles back. im ready to boycott warner brothers. im ready to abandon a studio who has abandoned a victim 1 i know johnny depp is telling the truth and amber is lying he's innocent and she is lying about all the things she said about johnny he is fantastic incredible wonderful cool the kindest person i've ever knew on social media i love u jd #justiceforjohnnydepp #goto prison amber heard we hate u 1 johnny depp is a better person and they're making him out to be i don't think just because they say he's guilty in court makes him truly guilty there are a lot of people in prison who are truly innocent our justice system is not infallible because she wants to slander him or defile his character it's not right that they punish the rest of the pirates of the caribbean loving world bring johnny back he is the only true captain jack sparrow 1 because amber heard is a liar, abusive, and a narcissist, amber heard should be fired from aquaman because she’s an abuser and needs to be sentence to life in prison for her perjury and it’s not right that you fired johnny depp from fantastic beast 3 because johnny depp has never laid a hands on anyone and johnny depp is the victim of domestic abuse and johnny depp is the one who deserves justice and johnny depp deserves movie roles back. 1 give heard atleast 10 years in prison and if not the death penalty! 1 i want justice for johnny depp and i want amber heard to face the consequences and get her punishment in prison.everyone should boycott amber heard. violence against men is equal to violence against women.period. 1 fuck amber heard in a lying bullshit she’s facing prison for life for falsifying only the court of law in front of a judge her oath has been passed 1 she needs to face serious prison time with all her false allegations and her sister and others too for perjury and fraud and deformation 1 amber heard is an admitted abuser. i am a domestic abuser survivor. she definitely is not the kind of person i want speaking for me. she needs to be held accountable, she deserves prison for all the perjury she has committed. 1 the man is innocent of the reason they fired him in the first place. also, a man's personal life should not affect his professional life unless he is proven guilty in court and imprisoned for the crime. 1 amber needs to be charged and in prison 1 amber heard is a sick individual. everything she is doing is very common of narcissists, sociopaths, and psychopaths. they slander and destroy lives. there is so much evidence against her. she had a history behind her of abusing others. she abused her own sister, her ex girlfriend, and so many other people besides johnny. johnny just got the worst of it. the whole world sees through her nonsense. warner brother's is making a terrible mistake and their name too will be forever tarnished. give depp his roles back and let amber lie in the bed she has made for herself. she needs to take responsibility for her liars and actions by doing some prison time. 1 he deserves justice, he’s phenomenal actor , and he should keep his job , amber should be in prison for laying her hands on him 1 too many people care nothing about mens mental with is uneasy with me as i’ve been in a bad place and no one cared, amber heard deserves to be put in prison 1 johnny depp is an asshole that shoud be thrown in prison, not cast in a blockbuster film. 1 lying narcissistic physical and verbal abusers to both men and woman only deserve to rot in prison. 1 as a survivor of abuse, i find it abhorrent to have an abuser be the "face" of a company. being an abuser isn't limited to one gender. if you think that a woman isn't capable of it, look at all the cases of child abuse.\n\ni will not buy any of your products, and will work to tell as many people as i can not to buy your products until she is put into prison. 1 the public and medias automatic siding with heard is disgusting, and she should be getting a higher sentence then what depp wouldve gotten. prison time is something thats always been a deterent to stop people from committing crimes (although doesnt really work), except apperently, a woman committing perjury lying about abuse/rape. the onus is on her to actually prove the abuse, instead of just making claims to the media. since shes lied about abusing him, it throws her credibility out the window, and would leave many to believe shes lying about everything. 1 its ridiculous they are just pounding on and on while he did not do anything. amber should be imprisoned for what she has done! but yet there she is, walking freely and all smiles while the man walks with his head down, ashamed, tired and beat. its completely insane. they call him a monster while the real monster there wears high heels and has blonde hair. 1 call-out/cancel-culture immediately saw depp's career nearly destroyed. as it has been obvious for a long time now that jd was the victim of both physical and emotional abuse from malignant narcisist amber heard (who needs serious psychological help, assuming she is not beyond help), it is outrageous that l'oreal has not dropped her. or is "l'oreal. get the look of a narcisistic abuser!" the image they are trying to convey?\nif l'oreal seriously wanted to show support for victims of abuse, both female or male, they would immediately drop heard. abuse is abuse, and the terrible impact such abuse has on victims is far reaching and is not dependent on the sex of the abuser or the abuses. in this case, even worse as the abuser was almost successful in destroying her victim's career. heard is a monster and a liar, and should be in prison rather than promoting l'oreal 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('in prison')].comment.value_counts().head(60)
johnny depp is an asshole that shoud be thrown in prison, not cast in a blockbuster film. 1 amber should be serving life in prison 1 amber heard is a criminal who should be in prison 1 amber should be in prison 1 she should be in prison. 1 i'm sad and angry at amber for all of this evil torture she has put johnny through, plus it's high time she should get locked up in prison. 1 amber heard needs to be put in prison 1 amber heard is a monster. like any domestic abuser. put her in prison. 1 people like her who are abusers shouldn’t be getting contracts and shouldn’t be role models for teens or children. she needs to be in prison and jonny needs to get justice! 1 amber needs to be held accountable for domestic violence . women/ feminist we can not let this slide. we want to be equals with men. not above or below ,, if roles were reversed johnny would have been in prison . she deserves punishment . 1 because men can be victims too and amber heard deserves to be in prison now. 1 heard should be in prison, i am glad that more and more people are getting to know the truth about her. 1 he is a great man his ex wife defended him, and amber could be facing 3 years in prison because she fabricated evidence. 1 i'm signing because i have never doubted him! i never thought he was the type to hurt someone he loved! she is a monster! \nif it was the other way around he would be in prison but it's ok for her to bash him! i think not! 1 amber needs to be charged and in prison 1 i want justice for johnny depp and i want amber heard to face the consequences and get her punishment in prison.everyone should boycott amber heard. violence against men is equal to violence against women.period. 1 give heard atleast 10 years in prison and if not the death penalty! 1 because amber heard is a liar, abusive, and a narcissist, amber heard should be fired from aquaman because she’s an abuser and needs to be sentence to life in prison for her perjury and it’s not right that you fired johnny depp from fantastic beast 3 because johnny depp has never laid a hands on anyone and johnny depp is the victim of domestic abuse and johnny depp is the one who deserves justice and johnny depp deserves movie roles back. 1 johnny depp is a better person and they're making him out to be i don't think just because they say he's guilty in court makes him truly guilty there are a lot of people in prison who are truly innocent our justice system is not infallible because she wants to slander him or defile his character it's not right that they punish the rest of the pirates of the caribbean loving world bring johnny back he is the only true captain jack sparrow 1 i stand with johnny depp. men get abused too. for a woman to do what she has done, amber should face at least over 10 years in prison. depp shouldn't have to fight this hard for his voice to be acknowledged as a victim!!! give depp his roles back. im ready to boycott warner brothers. im ready to abandon a studio who has abandoned a victim 1 she belongs in prison with the other women who falsely accuse men 1 spousal abuse has to be stopped on both sides. men and women. this woman is a liar and an abuser. she belongs in prison for domestic violence, perjury, and filing false reports with the police. 1 she should be in prison for abusing johnny depp and for lying for so long 1 this disgusting person has made a mockery of real abuse victims and the process forced upon them to seek justice. amber used every resource available for greed and harm! she is a vile person who deserves to rot in prison. she's a proven abuser, multiple times over with more than one victim!! if she continues to work people will continue to boycott! we do not stand with abusers!!!! 1 i want to see her in prison for at least 30 years for domestic violence and attempted murder 1 she was obviously extremely abusive towards johnny depp he had many videos along with evidence against her, she also came up with false evidence and she has ruined his career. their is no excuse for her actions and she should be in prison for her actions because she has nothing to justify them. 1 i’ve loved this man since i was little. he is the best actor i’ve ever seen and love seeing him in movies, tv shows l, etc. this amber girl needs to be in prison!! 1 this woman is an evil conniving woman that would do or say anything to hurt others in her way. she needs to be in prison. 1 put her ads in prison, get her out of fame for good let her go homeless, unemployed, & locked up !! 1 i’m sick of this injustice. and to think my favorite pirate was fired because of it... she should be thrown in prison for the rest of her life. 1 she needs to be in prison!!! 1 i can't believe that this is coming out, i thought johnny was the bad guy. man if the roles were reversed he would be in prison. if this world is about equality then let's treat her the same. 1 he lost everything on the basis of toxic femininity and she was shown as a hero. #metoo is a sham and she should rot in prison for her deceitful lies! 1 she is crazy she should be in prison not in magazines 1 she is violent psycho and crazy she should be in prison not in front of people that hate her well i am punishing myself by not buying l'oreal stuffs cause a bitch is in it 1 if amber heard were a man, there would be no hesitation. she would be in prison. just because she’s female doesn’t give her any wiggle room to be abusive and disgusting. i’m signing this because i think it’s dumb she has such a position in the public as an influencer being who she is and having done what she has. 1 call-out/cancel-culture immediately saw depp's career nearly destroyed. as it has been obvious for a long time now that jd was the victim of both physical and emotional abuse from malignant narcisist amber heard (who needs serious psychological help, assuming she is not beyond help), it is outrageous that l'oreal has not dropped her. or is "l'oreal. get the look of a narcisistic abuser!" the image they are trying to convey?\nif l'oreal seriously wanted to show support for victims of abuse, both female or male, they would immediately drop heard. abuse is abuse, and the terrible impact such abuse has on victims is far reaching and is not dependent on the sex of the abuser or the abuses. in this case, even worse as the abuser was almost successful in destroying her victim's career. heard is a monster and a liar, and should be in prison rather than promoting l'oreal 1 lying narcissistic physical and verbal abusers to both men and woman only deserve to rot in prison. 1 amber heard is a filthy liar and domestic abuser and deserves to be in prison. 1 he deserves justice, he’s phenomenal actor , and he should keep his job , amber should be in prison for laying her hands on him 1 she is an evil liar who deserves to be in prison for her crime of domestic abuse..\nshe is ugly inside and out....... 1 young men get less support, there are more men in prison than women and it doesn't take a rocket scientist to know if the titanic is sinking who gets to live and who gets to stay behind and die. the lie that women are treated unequally is a massive stab in the back to men all over the planet. 1 if this were reversed jd would be in prison for domestic abuse. amber heard is a fraud “me too” and domestic abuse advocator. 1 amber is an abuser and a liar ! this is the worst kind ! honestly she doesn’t just deserve to have her title taken she deserves to be in prison ! god damn prison 1 she should be in prison. just as any man would be if roles were reversed. 1 after obvious false aligations, ruining johnny's career, watching the whole case knowing she gives 0 f**ks putting on the innocent victim, she should be in prison never mind being alowed to continue her "acting" career, how she's not ashame of herself the evil b***h 1 amber heard is an abuser and should probably be in prison, and she lied and ruined a good persons career 1 because she should be in prison. 1 we should make a petition to have amber in prison for life for lying to the court and abusing a legend 1 too many people care nothing about mens mental with is uneasy with me as i’ve been in a bad place and no one cared, amber heard deserves to be put in prison 1 this b*tch deserves to be in prison for life 1 Name: comment, dtype: int64
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amber tried to extort $ from johnny by demanding he pay $50,000/mo +$100,000 lawyer fees + use of condo and car, within 5 days, or scamber would claim abuse and file a restraining order. johnny was innocent, so he refused her extortion attempt. then she filed the restraining order, and the hearing was set. scamber knew johnny had 23 witnesses on his behalf, and she was afraid of going to prison for lying about abuse, so she settled for $7 million. then she broke the non-disclosure agreement, so the $ went to charity and she ended with $0-karma! 1 i have never followed celebrity problems in my life but i love johnny depp i've loved him when he was on 21 jump street. you can tell the man is a good person with issues and he has admitted he had issues. the worst thing that came into his life was this bitch. she cheated on him she abused him she lied to him and frankly almost killed him. she ruined his life she was after his money like she's better. the man is the best actor in hollywood he did not deserve to be dragged through the mud like that. now she wants to bring in her court documents about his drug usage and his medical records well i think it's only fair to bring in her records as well since he's admitted to everything he's done she hasn't and she lied rich is bad for domestic violence victims real ones. this woman has gotten away with murder and must be stopped. i will never ever go see a movie that she is on because hopefully she will be out of hollywood and her role will be recast said. she's a terrible actress with no conscience whatsoever. you can see johnny is miserable and sad and the pictures that he takes with her it's very very heartbreaking i actually broke down crying and i never do that because he did not deserve that but he is a fighter and a warrior and he's going to beat her because the truth always wins. so please sign this petition i forwarded it on my twitter page which has 20,000 followers i hope they all sign it and get her out of here as fast as possible and send her to prison where she belongs because she needs to learn a lesson. that you cannot do that or treat people that way and destroy their lives with lies. by the way she is a drug addict herself she's a heavy cocaine user she has no room to talk about johnny depp's drugs you drug use. 1 she is setting a bad example say it’s ok to excuses innocent men of abuse ruining their lives and even sending them to prison 1 amber heard needs to go to prison 1 as a survivor of abuse, i find it abhorrent to have an abuser be the "face" of a company. being an abuser isn't limited to one gender. if you think that a woman isn't capable of it, look at all the cases of child abuse.\n\ni will not buy any of your products, and will work to tell as many people as i can not to buy your products until she is put into prison. 1 she a disgusting, manipulative narcissist that lies to further her own causes and then cries when it backfires. she deserves to go to prison. 1 it doesnt matter what gender, race, religion, orientation, beliefs you are we shall all be equal, so amber should go to prison and johnny depp should get his job back along with public appology from warner bros. 1 she deserves to go to prison. she lied about abuse claims and hurt johnny. the system failed jonny depp and by firing her, we all show our support for him. she only added to the stigma that men can’t speak up when they are abused and that women lie about being abused by making up claims. she deserves to rot in jail 1 im signing because ambee heard need to go to prison and johnny depp should keep all his roles 1 i know johnny depp is telling the truth and amber is lying he's innocent and she is lying about all the things she said about johnny he is fantastic incredible wonderful cool the kindest person i've ever knew on social media i love u jd #justiceforjohnnydepp #goto prison amber heard we hate u 1 a person should not be penalized for personal issues, especially when there is video proof that his ex wife is a liar and a terrible human. why would you side with her? he has not been sent to prison for domestic violence. give him his job back people 1 Name: comment, dtype: int64
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she deserves prison for this, she totaly had me fooled. 1 it is shameful that l'oreal decides to have as a testimonial a violent, narcissistic woman, who has ruined a man's life and career and has put in a bad light the women victims of abuse who have the courage to speak up. amber heard deserves prison, not a well-paid job, nor being a model of "beauty". she is an abuser. l'oreal paris supports and covers domestic abuse. 1 he deserves his role back and ambee deserves prison for false claims of abuse when she is the abuser not the other way around. 1 this man was beaten and abused and made a fool of! in spite of extensive evidence in his favour! hard damn evidence! he was thrown out because amber heard is a lying, abusive, criminal scumbag! he deserves his jobs back and she deserves prison! 1 because she doesn't deserve anything nice! she deserves prison time for false accusations along with domestic violence..and probably much more! 1 im signing because domesric abuse toward men is a real problem but society tells us we dont matter and we need to "man up" and take it. modern feminism got amber heard to walk qnd win in court and its disgusting. she deserves prison. 1 johnny depp deserves better and she deserves prison for false accusations. 1 amber heard is an admitted abuser. i am a domestic abuser survivor. she definitely is not the kind of person i want speaking for me. she needs to be held accountable, she deserves prison for all the perjury she has committed. 1 amber heard was arrested in 2009 for domestic violence, she continued her abuse by abusing mr johnny depp- physically, emotionally & financially. she attempted to blackmail him and created false accusations. she boasted for years that she donated the entire amount of her divorce settlement 7 million dollars- another proven lie. she is a fraud and abuser. she should be fired from all roles and blacklisted from hollywood. she must be held accountable & she deserves prison time. she is no role model for children and should not be representing companies. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserves a prison')].comment.value_counts().head(60)
she doesn’t deserve fame. she deserves a prison cell for domestic violence!! 1 Name: comment, dtype: int64
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no man should ever be accused of something he hasn’t done she should be at least imprisoned for lying and then dropped by every film director universally so her career is finished 郎 1 i’m signing this because she fabricated abuse allegations which is a slap in the face to all women who really are and have been abused. she should not only be removed, she should be imprisoned for perjury and falsifying photos and information against johnny depp. 1 its ridiculous they are just pounding on and on while he did not do anything. amber should be imprisoned for what she has done! but yet there she is, walking freely and all smiles while the man walks with his head down, ashamed, tired and beat. its completely insane. they call him a monster while the real monster there wears high heels and has blonde hair. 1 johnny has suffered long enough and needs to get back in the spotlight, while amber must be blacklisted from hollywood and imprisoned for her heinous and unforgivable crimes. justice for johnny and karma for amber!! 1 amber is a nobody, and will never be good in the film industry. she should be blacklisted from hollywood and imprisoned for making johnny's life a living hell!! 1 amber turd should be fired and imprisoned for ruining this legends career 1 the man is innocent of the reason they fired him in the first place. also, a man's personal life should not affect his professional life unless he is proven guilty in court and imprisoned for the crime. 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('jail')].comment.value_counts().head(60)
amber heard should be in jail 2 amber heard is a criminal...supporting criminals is a crime itself . she beat her husband, bullied him for money, faked herself as the victim to get huge amount of cash...her rightful place is jail . 1 he deserves it!!!! amber heard needs jail time so how dare she take away johnny depps movies 1 amber heard needs to be in jail 1 i am signing because amber hear is an abuser and deserves to be in jail 1 i believe johnny is innocent and he deserves better amber needs to be in jail 1 amber heard is an abuser and belongs in jail 1 amber heard abused johnny depp and does not deserve to be in movies at all and should be in jail 1 he deserves justice and amber heard should be in jail 1 jail time for amber heard! 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 amber is a discrace to society. she should be in jail 1 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 johnny is an amazing actor, the one and only jack sparrow. and he is a victim of amber heard. she needs to be put in jail. 1 amber deserves to be in a jail cell 1 i’m signing because i think that amber heard should be in jail right now a woman can abuse a man too 1 i’m signing because johnny depp needs justice and amber should be put into jail. 1 i'm signing because he did nothing wrong, and amber deserves to go to jail. 1 johnny deserves nothing but the best, and he has suffered long enough. let's get justice for johnny and jail time for amber!! 1 he didn’t deserve this, there is enough evidence that amber heard is johnny depp’s abuser, men can be abused. that bitch deserves to be thrown in jail, taken out of the film industry, and etc... this is unacceptable eventually she will get what she deserves but johnny depp deserves justice!!! i love you johnny. 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 amber heard needs to go to jail! 1 because he us innocent and amber needs to go to jail johnny deserves better 1 johnny depp deserves to get his role back. johnny depp deserves justice. we will not stop until amber heard is in jail and johnny depp gets his roles back 1 jail for the liar of amber heard ... justice for johnny depp!!!! 1 fire judge nicol and put amber heard in jail!! they are both complete disgraces to society, and they are nothing but trouble 1 amber should be in jail. 1 amber heard is an awful human being and doesn’t deserve to be roaming free on this planet. she deserves to be in jail.\njustice for johnny 1 amber is a horrible person and she should have lost at the law suit!!! she doesn’t deserve to be in aqua man 2 and she doesn’t deserve to be an actor period! she should be locked up indamn jail for what she’s done to johnny deep !!!! 1 amber deserves to get jail time 1 imagine being abused for years and having proof of it and then having everything taken away from you, this is utterly sexist and hypcorical, i would get vulgar but jhonny is too humble and kind, i will not sally his good name with toxicity and anyone that's standing up for amber heard after being abusive, is utterly ridiculous. abuse is abuse and she deserves jail time for lying in court and for domestic abuse. 1 amber is a rat and shout be put in jail and blacklisted 1 because amber heard is a manipulative piece of shit and deserves to be out in jail. absolutely psychopath i saw her almost hit a kid in her car and she didn’t even notice. 1 because amber heard is the abuser, not the abused. she has lied in every court so far. what does she get for lying? johnny depp is the one who was abused byamber herd. this has to be straightened out in court. amber herd lied about being the abused. she has lied from the beginning in the court in london. let’s straighten this out so johnny depp can go back living his life in peace. he had movies taken away , lost jobs, lost sun times be cause amber herd lied from the beginning. she should go to jail for what she did to johnny depp. he lost so much because of her. he has been strong though this past year and has accomplished so much. he needs to be able to tell the truth of what happened and he is the domestic violence abused not the abuser. he needs to have peace for himself and his children and family. johnny depp is a good honest man and is innocent. please give this chance to prove he is not the abuser. \n\nthank you. 1 johnny depp deserves more, he is such a sweet guy, amber doesn't deserve johnny or anyone. she needs to go to jail. fuck amber 1 i am signing because i support johnny depp. there is so much evidence available that proves amber heard had an agenda since day one with johnny. to hook him, take advantage of her marriage status to him as a tool to advance her career and then destroy him personally and financially with pathological lies and faked pictures. the evidence is overwhelming, and there’s so much more out there that hasn’t been tapped yet. she emotionally and physically abused johnny throughout their marriage, leaving him having to fight for his sanity and career. and to see disney and warner brothers turn their back on a man that’s made them millions hand over fist. while they side with an untalented, no body actress because she is a woman. hollywood has know johnny, his acting talent, box office appeal, and his personal character and work ethic. they know how highly respected he is professionally and personally. they turned their backs on him, not even listening to his side. now they’re all regretting their decisions because the truth has come out, and it’s gonna cost them millions and the respect of the people. johnny has been through enough pain. it’s time he gets justice, and amber gets a jail cell. so i will not watch aquaman 2, along with about 200 friends and family. we boycott because our voices were not listened too regarding ambers participation in the film. and myself and the same family and friends have stopped buying any products by l’oréal and any of the companies that are affiliated with them. they all could have stepped up and fired her, yet even with all the proof of her deceptions and lies, they stay loyal. they’ve made a stupid and costly mistake over a pretty face with definite mental health and criminal issues. 1 because woman that abuse men and lie should be held accountable! amber heard should be in jail! 1 amber heard or however u spell her name is disgusting and deserves to be in jail. 1 amber should get the treatment johnny is. johnny should be the one to continue working on all his projects. amber should get jail time for what she’s done ! 1 this is so darn sexist amber heard in jail 1 amber heard is a merciless, outrageous and malignant liar who knows how to manipulate people to her advantage. there exist so many evidence and she always manages to talk her way out of it. this witch should be put in jail, immediately!!!\nit is much more than just cruel blaming others for the own deeds, then portraying yourself as a victim and lying to the top of public movements (e. g. metoo). she probably knows that her actions are bad, she just doesn't care, because as long as she benefits from them, it's okay. 1 i been a fan jonny depp since nightmare on elm street. i also been on both sides of abuse before the me too movement between the ages of 4 and 16. i got the help i needed. i can’t stand liars. that’s what amber heard is. i try not to judge other people because i’m not perfect but she seriously needs help. i don’t think wb know how serious jonny depp fans and if any if not all aquaman fans are. i heard somewhere that wb won’t fire amber unless she’s put in jail. i don’t know if it’s true. amber has said fans had made the movie for what is well this is one fan she can count out. no offense or disrespect to the other cast members. they are great. i will say i have met jason momoa twice really nice guy. 1 johnny depp deserve justice and he should be rehire by disney and warner bros! amber heard should be fired and deserve jail bacuse of the domestic violence case! 1 i’ve personally known 2 men who were abused by their partners and i can tell you they acted in much the same way depp has, quiet, only stating facts and trying not to exaggerate anything and being careful of what to say as to not ruin their partners character. i’ve seen their partners act the same way as heard… gaslighting and lying, trying to get people on their side and constantly coming out with more details that sound crazy that are weird that they didn’t mention before. bad talking their partners and being all antsy in their seats like her. it’s bs that she can get away with this. she is a liar. as someone who actually endured abuse from a partner as well, this is not something funny or something that you joke about. you better have gone through what you say otherwise you are lying and ruining someone else’s life. these are serious accusations and even making them should automatically put you in jail once evidence proving the opposite comes to light. put amber behind bars for abuse and teach other women like amber that they can’t abuse men or anyone and lie and get away with it. 1 amber heard is the real abuser. amber heard lied donating her divorce settlement money to sick children hospital and ruins johnny depp acting career from the character he loves and this amber heard abuser still got her job while johnny depp the victim loses everything. this is not right. amber heard should be jailed. 1 i will not support a reoccurring husband abuser as a reoccurring abusing superhero that steals millions from sick little kids get rid of this awful woman who poops in her bed beats on her husband and destroys the #metoomovement for real survival victims every step this woman takes there's another victim that lies behind her if you guys seem to think that your pockets are heavy enough go for it because you seem to think that you control things and the fans do not i got news for you it's us fans that put money in your pockets it's us fans that buy the tickets to watch your pathetic amber heard on the screen right? boycott everything this woman is in everything everything she is affiliated with every person that she knows i don't care this woman deserves to be in jail she doesn't deserve to be rewarded for her bad doings she pledged to give that money to them children she didn't pledge to donate over a period of time no she pledge to give the full amount i wonder how many sick little kids died because of her decision ask yourself that amber heard congratulations you are the most hated woman in the world the most hated woman in the world that's all you're good for everything you touch turns to s***#jd keep your head up cuz your fans will definitely got your back!!!!!! sorry jason momoa you are fine as the red wine that amber heard drinks two bottles of every night i really wish that you and the cast i'll say would not have to be dragged into all this nonsense craziness i wish you nothing but the luck of a fan to all of you except for amber heard she is the only downfall that you guys have you seem to think you're going to get some extra publicity and some extra likes but really you'll see when it comes out i guess 1 boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 amber heard is a fraud! she is a liar she abused johnny depp she does not deserve and should not be in any children’s movie,she should be in jail 1 depp is the perfect continued choice for this role. jail amber 1 amber heard is the epitome of selfishness and malevolence... she should be jailed, not just boycotted from movies. 1 this is bs! we will keep this up until he's exonerated \nand amber turd should be jailed! 1 both amber heard and judge andrew nicol are trash. his biased, unjust, completely illegal ruling is unacceptable and they both deserve consequences. she deserves to be in jail and he deserves to be impeached and stripped of his title. this is disgusting, not justice. do better uk. 1 amber heard is clinically insane and deserves to be in jail. justice for johnny depp!!! 1 yes where are pistol and boo? amber heard should go to jail for lying to australia! i am not a bot. 1 johnny is innocent. he is not an abusive person. he should have his career back. the actual abuser ( amber heard) should be in jail for lying and abusing johnny depp. 1 i'm signing this because anyone else that filed a fraudulent police reports would be arrested. so just because amber heard has money shouldn't keep her out of jail. for the simple fact that she definitely has filed fraudulent cases. she deserves jail time. but if not she definitely should be blacklisted from shows and films!! 1 he deserves is roles back since amber has now been proved wrong and is facing jail time 1 i’m signing this because i believe that all genders and races can be abused. i also believe that they have enough evidence to sue and send amber heard to jail. 1 johnny depp is not an abuser. he deserves justice. amber heard needs to go to jail. 1 amber heard is a lier, abuser, and a husband beater, amber heard should not work in tv shows and movies ever again, amber heard should be fired from all here lies, amber heard should be in jail for lying under oath, johnny depp deserves justice, johnny depp is the victim of domestic abuse, johnny depp is innocent, johnny depp deserves to work in tv shows and movies, johnny depp deserves to comeback in pirates of the caribbean, and fantastic beast 3.\njustice for johnny depp 1 Name: comment, dtype: int64
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heard is a fucking lair... put her in jail, and give mr. sparrow his role back. 3 amber heard should be in jail 2 she needs to be in jail 2 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself 2 nicest guy ever! never abused his ex-wife neither one especially a.h. who is the true abuser! punching him, gaslighing, manipulating, black-mailing, trash talked him behind his back. amber heard decided to "gone girl" him the minute she met him or maybe sooner than that! put her in jail where she belongs 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 he didn’t deserve this, there is enough evidence that amber heard is johnny depp’s abuser, men can be abused. that bitch deserves to be thrown in jail, taken out of the film industry, and etc... this is unacceptable eventually she will get what she deserves but johnny depp deserves justice!!! i love you johnny. 1 never disappointed in any movie he’s in. and because he was abused and is a man he gets kicked off the movies that everyone loves him in? no that’s not fair. he shouldn’t be in jail. she should. 1 i’m signing because i think that amber heard should be in jail right now a woman can abuse a man too 1 she deserves to be in jail just like he would have been if it was the other way around 1 johnny is an amazing actor, the one and only jack sparrow. and he is a victim of amber heard. she needs to be put in jail. 1 i never trusted that scumbag bridezilla she should be in jail for that illegal video she made. i don't know who she thinks she is but i hope she rots along with her career. 1 amber is a discrace to society. she should be in jail 1 shes a peice of trash that needs to be thrown in jail for the abuse she has cause on herself and others. if a man was in her position she would already be in jail.. she is pure evil only out for the fame and money. not to mention pity. nasty ass wanna be victim. 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 i am signing this petition because she is a liar and an abuser. she doesnt deserve to be in this film for what she is doing and has done to johnny. in fact i think she should be removed from any and all spotlight and give johnny his life back. she should be in jail!!!!!!! i pray that johnny gets justice ajd i will never watch another movie with her in it ever again. 1 he deserves justice and amber heard should be in jail 1 she is a monster for 1. she deserves to be in jail n punished for abusing someone. simple 1 amber heard abused johnny depp and does not deserve to be in movies at all and should be in jail 1 amber heard is an abuser and belongs in jail 1 johnny depp deserves to get his role back. johnny depp deserves justice. we will not stop until amber heard is in jail and johnny depp gets his roles back 1 she's a criminal. she doesn't deserve to be in this movie but she does deserves to be in jail. 1 she should be in jail! the evidence was brought up and yet she won the case! 1 fire judge nicol and put amber heard in jail!! they are both complete disgraces to society, and they are nothing but trouble 1 it is not fair she gets to keep her career and johnny depp does not. amber heard should be in jail. 1 it’s simple. it’s clear as day. amber heard is a manipulative abusive liar, and johnny depp is a decent man who made a mistake getting involved with her. it is abhorrent, and disgusting and a national disgrace to continue to punish depp and reward heard as though the roles were reversed. this is beyond victim blaming. this is victim punishing. i cannot imagine depp isn’t in the throes of horrible and dangerous depression, as his life has been ruined and his name smeared, now to be digitally removed from movies he has made. \n\nabsolutely nobody wants this but one lying abusive woman. \n\njohnny depp should be given his life and career back, and amber heard should be in jail. \n\ni, as well as many many others, will never give a penny to any media that supports anything even remotely resembling siding with heard or even ignoring or dismissing it. not one penny will go to movies depp was kicked out of. and i will f****** start a crusade against that woman and for depp if i have to. \n\ndon’t be so unbelievably absurd. also... hmm... depp is a near guaranteed blockbuster while heard is widely hated and literally one of the worst actors in hollywood. if you cannot bring yourself to do the right thing morally, at least be smart enough to do the right thing for your bank accounts. utterly moronic, evil, and repulsive if this world has to bare depps fall and heards rise. 1 she is an abuser and if she were a man she would be in jail 1 these nasty lies and accusations about johnny (my favorite actor since childhood) have got to stop, and the person responsible for starting all of this needs to be thrown in jail. justice for johnny!! 1 johnny needs the justice he deserve and amber should rot in jail 1 johnny deep is the victim. amber heard deserves to be fired from aquamnan 2 and put in jail for false accusations. 1 she is an abuser and deserves to be in jail. 1 she’s an awful person and deserve 2 be in jail (also amber i wasn’t paid 2 do this btw) 1 amber heard should be put in jail 1 amber is a rat and shout be put in jail and blacklisted 1 she deserves to go to prison. she lied about abuse claims and hurt johnny. the system failed jonny depp and by firing her, we all show our support for him. she only added to the stigma that men can’t speak up when they are abused and that women lie about being abused by making up claims. she deserves to rot in jail 1 she should be in jail for the abuse she put johnny through. i won't watch this movie is you carry cast her. 1 amber heard is an awful human being and doesn’t deserve to be roaming free on this planet. she deserves to be in jail.\njustice for johnny 1 amber should be in jail. 1 literal criminal and should be in jail 1 i believe johnny is innocent and he deserves better amber needs to be in jail 1 she is a domestic abuser. if she was male she would be in jail. lock her up 1 i am signing because amber hear is an abuser and deserves to be in jail 1 i been a fan jonny depp since nightmare on elm street. i also been on both sides of abuse before the me too movement between the ages of 4 and 16. i got the help i needed. i can’t stand liars. that’s what amber heard is. i try not to judge other people because i’m not perfect but she seriously needs help. i don’t think wb know how serious jonny depp fans and if any if not all aquaman fans are. i heard somewhere that wb won’t fire amber unless she’s put in jail. i don’t know if it’s true. amber has said fans had made the movie for what is well this is one fan she can count out. no offense or disrespect to the other cast members. they are great. i will say i have met jason momoa twice really nice guy. 1 i've listened to the tapes. the evidence is clear. i hope she rots in jail. 1 i dont know why she isnt. if i cut the finger off my domestic partner, i would be in jail. and she admitted to hitting him on an audio recording! well we know the millions from her divorce settlement didnt go to the aclu. try the pockets of her attorneys. 1 she is a monster . women can be an abuser . if man abused his wife police wouldve put him in jail . abuse has no gender , so put abuser in the right place 1 this evil plotting, narcissistic, dishonest, cold hearted, gold digger deserves a hell of a lot worse than just getting fired. she needs to be banned from anything related to hollywood, acting, doing films etc. she shouldn't even be allowed to do a damn tampon commercial. she used johnny to improve her sad little, so called acting career by riding on his good name. once things improved in her career, she was done w him but instead of just having an amicable divorce, her greedy ass has tried to tear his world apart by falsely promoting herself as a victim & by keeping him in court, this keeps her worthless ass in the spotlight. \nif there's any real justice in this, johnny will win his next case against her, clear his good name & she should be convicted of perjury & for providing false information about their relationship & her friends that testified & perjured themselves all for her, should all rot in jail. that would be justice. 1 i’ve personally known 2 men who were abused by their partners and i can tell you they acted in much the same way depp has, quiet, only stating facts and trying not to exaggerate anything and being careful of what to say as to not ruin their partners character. i’ve seen their partners act the same way as heard… gaslighting and lying, trying to get people on their side and constantly coming out with more details that sound crazy that are weird that they didn’t mention before. bad talking their partners and being all antsy in their seats like her. it’s bs that she can get away with this. she is a liar. as someone who actually endured abuse from a partner as well, this is not something funny or something that you joke about. you better have gone through what you say otherwise you are lying and ruining someone else’s life. these are serious accusations and even making them should automatically put you in jail once evidence proving the opposite comes to light. put amber behind bars for abuse and teach other women like amber that they can’t abuse men or anyone and lie and get away with it. 1 she needs to b replaced bye game of thrones actress . mother of dragons... miss heard is a lier.she should be in jail.. when you lie to a judge there is a sentence just because ppl are rich they think they have a different set of rules .the law is the law.it should b equal 4 everyone.. 1 amber heard is a merciless, outrageous and malignant liar who knows how to manipulate people to her advantage. there exist so many evidence and she always manages to talk her way out of it. this witch should be put in jail, immediately!!!\nit is much more than just cruel blaming others for the own deeds, then portraying yourself as a victim and lying to the top of public movements (e. g. metoo). she probably knows that her actions are bad, she just doesn't care, because as long as she benefits from them, it's okay. 1 boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 she abused a man 23 years older than her and lied about it. she should be in jail not in a movie. johnny depp is a much beloved actor who gives us so much joy. she is taking truth away from actual victims of domestic violence and continuing a false narrative. she should be ashamed of herself.. 1 this is so darn sexist amber heard in jail 1 just 1 week in jail per lie... please i'm good with that; 1 she doesn't deserve to be in movies anymore and deserves jail. if it was any male, they'd already be in jail 1 she needs to face of what she did to johnny depp she cut his finger off and punch him and put a cigarette on his cheek and got away with it no more now she needs to be put in jail 1 amber heard or however u spell her name is disgusting and deserves to be in jail. 1 i will not support a reoccurring husband abuser as a reoccurring abusing superhero that steals millions from sick little kids get rid of this awful woman who poops in her bed beats on her husband and destroys the #metoomovement for real survival victims every step this woman takes there's another victim that lies behind her if you guys seem to think that your pockets are heavy enough go for it because you seem to think that you control things and the fans do not i got news for you it's us fans that put money in your pockets it's us fans that buy the tickets to watch your pathetic amber heard on the screen right? boycott everything this woman is in everything everything she is affiliated with every person that she knows i don't care this woman deserves to be in jail she doesn't deserve to be rewarded for her bad doings she pledged to give that money to them children she didn't pledge to donate over a period of time no she pledge to give the full amount i wonder how many sick little kids died because of her decision ask yourself that amber heard congratulations you are the most hated woman in the world the most hated woman in the world that's all you're good for everything you touch turns to s***#jd keep your head up cuz your fans will definitely got your back!!!!!! sorry jason momoa you are fine as the red wine that amber heard drinks two bottles of every night i really wish that you and the cast i'll say would not have to be dragged into all this nonsense craziness i wish you nothing but the luck of a fan to all of you except for amber heard she is the only downfall that you guys have you seem to think you're going to get some extra publicity and some extra likes but really you'll see when it comes out i guess 1 amber heard is a fraud! she is a liar she abused johnny depp she does not deserve and should not be in any children’s movie,she should be in jail 1 little bitch, she should be thrown in jail,vanessa paradee was married to him and bore his children, she above anyone would knoe\nw if he was an abusive woman beater, and clearly he was not 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('to jail')].comment.value_counts().head(60)
fire her, send her to jail 1 women like her give the rest of us a bad reputation. domestic violence is not a joke... she needs to go to jail! 1 all the stuff she has done she shouldn’t be aloud if the shoe was on the other foot he would have gone to jail and got into a lot of trouble. she needs to be made to seek help and even do a little time! 1 because he us innocent and amber needs to go to jail johnny deserves better 1 amber heard needs to go to jail! 1 i'm signing because he did nothing wrong, and amber deserves to go to jail. 1 i’m signing because johnny depp needs justice and amber should be put into jail. 1 she should go to jail for this it’s not right just bq she’s a woman 1 it’s total bs, there is prof and she still ruined he’s career. hopefully she goes to jail 1 he needs better she needs to go to jail 1 white women are basically immune to jail 1 women should honestly go to jail for faulse accusations 1 this guy needs to be cleared and that hag needs to go to jail 1 i'm a handicapped survivor of domestic violence and others much worse. she can not speak for me. she needs to go to jail. 1 if anyone has ever gone to jail for perjury then this woman deserves to go. 1 johnny depp is not an abuser. he deserves justice. amber heard needs to go to jail. 1 i’m signing this because i believe that all genders and races can be abused. i also believe that they have enough evidence to sue and send amber heard to jail. 1 i do not support people who abuse orther people she needs to go to jail and not allowed to make movies 1 she has broken many laws and deserves to go to jail. i am not a bot! 1 yes where are pistol and boo? amber heard should go to jail for lying to australia! i am not a bot. 1 i ama rape survivor and the police teased me made light of it then he came back 13 years later to kill me people didn't\nlisten because of liars like her to keep her in the lime light is wrong and she should go to jail 1 she deserves to be canceled & go to jail because she was the abuser in the relationship and evidence pointed that fact. johnny has only been a victim of this snake. #justiceforjohnny 1 she needs to go to jail 1 as a woman that has been abused, her actions and blatant lies make being believed when this happens to you even more difficult. she testified in court with false evidence and other lies which the average person would go to jail for. just because you are rich and pretty shouldn’t make breaking the law ok with the courts. 1 because how can anyone else they want equality if we don’t fight for everyones rights. if she was a guy then she would have probably went to jail or at least been blacklisted from any further movies in that studio. no. we’re just ignoring it bc she’s a woman and she’s a well known celebrity. johnny depp deserves better but she deserves to loose her acting career. abuse isn’t a game or the next headline. it’s real life and it doesn’t just hurt the victim psychically. it hurts them mentally. i hope her career gets dragged through the mud. 1 she’s an abuser a liar and a disgrace to women who have actually been abused she needs to go to jail for what she has done. 1 johnny depp deserves more, he is such a sweet guy, amber doesn't deserve johnny or anyone. she needs to go to jail. fuck amber 1 she sucks get her out whats taking sooooo long wtf. she literally adimitted that she abused johnny- and then she doesn’t go to jail???? girl i- 1 this horrible woman destroyed and honest man carrer...she is an abuser and should go to jail... any man in her position will be lock up 1 simply put: shell go to jail! 1 this girl deserves to go back to jail 1 send her to jail. she is an abuser!!!! 1 this digusting bitch abused johnny and then pretended to be a victim it's truly outrageous she ruined depps life for her own gain she ruined him physically and mentally he will bear those scars it's soo sad :( but no matter what we will stand by him and fight for what's right the truth is already out we can't just give up we must cancel scamber turd she shouldn't be left like this she must suffer for what she has done she has caused a lot of damage \nwe must boycott all the movies she's going to be in or any role she's going to play we will wipe it all out let's cancel her from the industry permanently\nfucking bitch\ni don't care if she's a women she comitted a crime and a crime is a crime regardless of her gender\ngo to jail you snake 1 poor guy. he was in an abusive relationship and just because he is a man doesn't mean she should get off free after her lies and abuse. she should go to jail for all her fake claims. 1 justice for johnny. he's innocent and seeing the facts & evidence unfold. we're observing the pattern of a sick, vindictive, diabolical 'i'll poop-on-your-bed' sociopath: amber heard - is clearly the actual physical, emotional, verbal abuser, guilty of faking evidence (bruises), perpetrated a hoax not even that well mind you – weaponized her female-gender victimhood to gain fame, attention, sympathy, financial gain via movies, appearances, pats on the back by deluded people. women who lie about men are the worst kind, b/c they easily can and do take complete advantage of laws that are there to protect actual victims of abuse; weaponize to destroy an ex &/or men in general whenever they feel like they need the upper hand, feel powerful, in control, or for some other self-righteous gain, seeking to sabotage, destroy, get revenge or just man-haters in general. this is becoming far too common. \ndoesn't even have to be an ex, some do it for political reasons or to someone they just don't like. i've seen women falsely accuse men, even entice them/bosses into affairs to use against them to get ahead, some even admit it. let's not be stupid, women also know how to use and abuse men, with such ease & no consequence or repercussions, in fact other women often even encourage these demented behaviours these days. and who would believe the man over the woman!? who would even dare! doesn't amber herself even say this to johnny? - to not even try going to court or say she abused him - b/c she's a (meek, weak) slender woman.? by evidence text msgs with johnny, her own parents know her well, are scared of her and of pissing her off.\nit is the cruelest for any person to be falsely accused. not all men have the financial means to sue or even fight back. liars, hoaxsters, who make false accusations truly diminish and anger real victims. i hope she goes to jail for making false accusations. obviously she won't ever be punished for physical abuse perpetrated on her victims. # justiceforjohnny 1 she is vile and should should not have a career because of what she did to johnny depp she lied accused him of abuse physical and verbal when it was her doing the thing and she gets nothing she doesn’t lose a movie like he lost his role in a big movie she deserves nothing she needs all roles cut and be put into jail period 1 amber heard used and abused the timing of the #metoo movement for her own personal gains. she is a violent and abusive person, and having her as an ambassador shows that the company doesn't care about victims of domestic abuse, only about not paying a contractual fine of firing her before her contract is expired or she goes to jail, which exempts the company of paying the fine. that is absolutely disgusting and l'oreal will suffer consequences for that decision. weinstein is the living proof of that. your stocks will plummet and your credibility with your costumers will be broken. but if you want to continue in this treacherous road, your funeral l'oreal. there are other cosmetic companies to replace you when you leave, no worries. 1 amber heard,her friends and people like them deserve to go to jail for falsifying evidence meant to slander and defame another person, no matter their reasons. 1 she is piece of lying crap and she knew what she was doing all along.she needs to go to jail for the made up charges and the purgery she put him threw now it's her time to be humiliated and shamed. 1 she is an abuser and deserves nothing but to rot\nshe belongs to jail for more than 3 years 1 i don't think that women should be in an abusive relationship, let alone a man nobody deserves to be manipulated and beaten the way johnny has, she is a disgusting person and should go to jail. 1 justice for johnny!! she needs to go to jail, she deserves nothing!!! 1 johnny depp has been my favorite actor since i was a kid, and i never believed any of those nasty rumors for one minute. what amber did is totally unforgivable, and she needs to be blacklisted from hollywood and sent to jail. let's help johnny get the justice he deserves!! 1 examples need to be made and actions must have consequences. just as those who falsely accuse another of rape, she should be removed from any position of leadership and fame. she should be sent to jail for what she has done and attempted to do. 1 what she did is illegal and she should go to jail or at least lose her job 1 amber heard deserves to go to jail for false accusations. 1 amber heard is a disgusting abuser whom should be thrown to jail 1 she should go to jail 1 amber heard is an evil woman. ruining his career over something so false, that he herself has gone to jail for already. 1 he should be able to do things he loves. its absolutely unfair that he almost got cancelled just over some false claims by his wife even when she was the abusive one. she just made a classic toxic move but on a bigger scale just somebody pls let her go to jail for beating him, she deserves it after all the chaos she's caused for him and us fans. 1 amber is a bitch and i hope she goes to jail and loses her job ��� 1 this so so disgusting. he doesn't deserve this. amber turd should be the one getting her roles removed. and not only that, she should be sent to jail. 1 she does not deserve to be a spokeswoman and must either get help or go to jail!! 1 johnny depp is 100% innocent. people see that. amber heard should go to jail for this. she ruined a man’s career for what? she just wanted attention. justice for johnny! 1 the bias of this so called judge beggars belief. he needs to be removed from his position & sent to jail. 1 amber heard deserves to go to jail for what she has done to johnny. 1 because amber heard is the abuser, not the abused. she has lied in every court so far. what does she get for lying? johnny depp is the one who was abused byamber herd. this has to be straightened out in court. amber herd lied about being the abused. she has lied from the beginning in the court in london. let’s straighten this out so johnny depp can go back living his life in peace. he had movies taken away , lost jobs, lost sun times be cause amber herd lied from the beginning. she should go to jail for what she did to johnny depp. he lost so much because of her. he has been strong though this past year and has accomplished so much. he needs to be able to tell the truth of what happened and he is the domestic violence abused not the abuser. he needs to have peace for himself and his children and family. johnny depp is a good honest man and is innocent. please give this chance to prove he is not the abuser. \n\nthank you. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserves jail')].comment.value_counts().head(60)
she deserves jail 3 she's a b**ch and deserves jail. 1 we together need to stand against these kinds of people, who try to gain by destroying innocent people. she shouldn't be allowed in any industry for what she has done, and in my view deserves jail time. i for one will not be purchasing any product or see any movie that has her name linked to it 1 she doesn't deserve to be in movies anymore and deserves jail. if it was any male, they'd already be in jail 1 she deserves jail time, not screen time 1 justice for jhonny, heard deserves jail 1 i'm signing this because anyone else that filed a fraudulent police reports would be arrested. so just because amber heard has money shouldn't keep her out of jail. for the simple fact that she definitely has filed fraudulent cases. she deserves jail time. but if not she definitely should be blacklisted from shows and films!! 1 imagine being abused for years and having proof of it and then having everything taken away from you, this is utterly sexist and hypcorical, i would get vulgar but jhonny is too humble and kind, i will not sally his good name with toxicity and anyone that's standing up for amber heard after being abusive, is utterly ridiculous. abuse is abuse and she deserves jail time for lying in court and for domestic abuse. 1 johnny is a survivor of physical, emotional, psychological, and verbal by ah. he deserves justice and ah deserves jail... 1 she's an abuser that's deserves jail time. 1 she is an abuser. she ruined an innocent man s life. she deserves jail. she is a very dengerous being. her lies have no end she is going to ruien other's life to. 1 johnny depp doesn’t deserve this. no man does. just because amber heard is a woman, she’s getting away with abuse. as a woman, this disgusts me. she not only deserves to lose her movie roles, she deserves jail as far as i’m concerned. 1 she deserves jail.\nyou are allowing a known abuser represent you.\nshe is the face of a narcissist. 1 she deserves jail time 1 she abused a man. she deserves jail time. she deserves no employment. she deserves to be thrown through the mud and humiliated as she done to depp. 1 she deserves jail time, she ruined johnnys life i think she should be kicked out of show business. she doesn’t deserve any of it. an how are you going to be a spokes person, for abuse victims when youre the abuser! 1 as as survivor of child abuse and rape. just listening to the lies this woman tells brings out so much anger. i watched my mother abuse not only myself but my step dad. i've watched my mother her self also start a dv situation. ones that got us kicked out of a vehicle in the middle of no where and left her bleeding from her nose and mouth. this is over 20 years ago. i still get so upset that i cry to this day about the abuse and torment i sustained in her care when talking or thinking about it. it is as if i am reliving it everytime . lying about such a serious topic where women die, men die and so many still struggle with today shows that she is fake, selfish, attention seeking, and just overall a shitty human. and that is not even bringing up of what i think of her as a dv abuser! she is not a spokes woman or person that i support, would listen too, or recommend to anyone. mr. depp deserves justice, heard deserves jail time!!! 1 she deserves jail. 1 she’s a psychopath and she deserves jail!! 1 she's an abuser and deserves jail time. 1 i truly despise liars she deserves jail 1 sometimes women are the abusers as in this case! amber heard deserves jail time! 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('jailfor')].comment.value_counts().head(60)
amber heard mentalky & physically abused him! she then accused johnny of being a wife beater! all so she wouldn't lose the 3 penthouses she & her free loading "co-conspirators wouldn't have to be thrown out! also she didnt want to give up the mustang & other vehicles! johnny is a kind soul (i❤u)& she never deserved him! period\nshe needs to pay for what she did to him #jailforamber\n#johnnyisinnocent 1 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('jail for')].comment.value_counts().head(60)
amber heard was arrested and spend a night in jail for domestic violence against her girlfriend. she also admitted on court papers that she abused johnny. she dropped the case and now uses the metoo movement and people actually believe her. she's a hypocrite and an abuser. that's messed up! 1 johnny deep is the victim. amber heard deserves to be fired from aquamnan 2 and put in jail for false accusations. 1 yes where are pistol and boo? amber heard should go to jail for lying to australia! i am not a bot. 1 johnny is innocent. he is not an abusive person. he should have his career back. the actual abuser ( amber heard) should be in jail for lying and abusing johnny depp. 1 amber heard is a lier, abuser, and a husband beater, amber heard should not work in tv shows and movies ever again, amber heard should be fired from all here lies, amber heard should be in jail for lying under oath, johnny depp deserves justice, johnny depp is the victim of domestic abuse, johnny depp is innocent, johnny depp deserves to work in tv shows and movies, johnny depp deserves to comeback in pirates of the caribbean, and fantastic beast 3.\njustice for johnny depp 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 johnny has suffered enough. amber deserves to rot in jail for ruining his life and career! 1 jail for the liar of amber heard ... justice for johnny depp!!!! 1 amber is a horrible person and she should have lost at the law suit!!! she doesn’t deserve to be in aqua man 2 and she doesn’t deserve to be an actor period! she should be locked up indamn jail for what she’s done to johnny deep !!!! 1 amber heard deserves to go to jail for what she has done to johnny. 1 i’m signing this because amber heard is a domestic violence perpetrator that is a total crock of shit that she was abused by johnny depp there are audio tapes of her admitting to being abusive to johnny she has also serially abused others as well she should never work in hollywood again she belongs in jail for what she has done. 1 johnny depp is 100% innocent. people see that. amber heard should go to jail for this. she ruined a man’s career for what? she just wanted attention. justice for johnny! 1 johnny depp shouldn’t be held accountable for what amber herd did. she’s a terrible person and deserves to be in jail for a very long time and he just deserves the world and deserves the best and upmost respect. 1 amber heard is an evil woman. ruining his career over something so false, that he herself has gone to jail for already. 1 amber heard deserves to go to jail for false accusations. 1 amber is an horrible person and does not deserves to be famous or in any project of l’oréal. she did some horrible things to johnny depp and should be in jail for what she did to him. 1 amber heard,her friends and people like them deserve to go to jail for falsifying evidence meant to slander and defame another person, no matter their reasons. 1 justice for johnny. he's innocent and seeing the facts & evidence unfold. we're observing the pattern of a sick, vindictive, diabolical 'i'll poop-on-your-bed' sociopath: amber heard - is clearly the actual physical, emotional, verbal abuser, guilty of faking evidence (bruises), perpetrated a hoax not even that well mind you – weaponized her female-gender victimhood to gain fame, attention, sympathy, financial gain via movies, appearances, pats on the back by deluded people. women who lie about men are the worst kind, b/c they easily can and do take complete advantage of laws that are there to protect actual victims of abuse; weaponize to destroy an ex &/or men in general whenever they feel like they need the upper hand, feel powerful, in control, or for some other self-righteous gain, seeking to sabotage, destroy, get revenge or just man-haters in general. this is becoming far too common. \ndoesn't even have to be an ex, some do it for political reasons or to someone they just don't like. i've seen women falsely accuse men, even entice them/bosses into affairs to use against them to get ahead, some even admit it. let's not be stupid, women also know how to use and abuse men, with such ease & no consequence or repercussions, in fact other women often even encourage these demented behaviours these days. and who would believe the man over the woman!? who would even dare! doesn't amber herself even say this to johnny? - to not even try going to court or say she abused him - b/c she's a (meek, weak) slender woman.? by evidence text msgs with johnny, her own parents know her well, are scared of her and of pissing her off.\nit is the cruelest for any person to be falsely accused. not all men have the financial means to sue or even fight back. liars, hoaxsters, who make false accusations truly diminish and anger real victims. i hope she goes to jail for making false accusations. obviously she won't ever be punished for physical abuse perpetrated on her victims. # justiceforjohnny 1 boycott amber heard and aquaman to or any other warner brothers franchises disney included boycott everything this evil woman is in!!!! i would love to watch aquaman too but unfortunately amber heard everything she touches turns to career suicide i will not support a reoccurring abuser i will not support a person that pledges to donate millions of dollars too sick little kids and does not do so it was not a payment arrangement sweetheart it's a pledge full amount not payments i will not support a reoccurring abuser spokesperson husband abuser who are children is supposed to idolize as a superhero boycott everything this woman is in us fans need to show these industries that's our money that they live off of it's us that puts the money in the bank you can bank on that boycott amber heard #fire amber heard #elist amber heard #she's not even a great actress there is so many other people that you could use that would be way better than this reoccurring abusing i steal from sick children but i'm supposed to make children idolize me as a superhero boycott this woman and get rid of her already she does nothing but ruin people's lives there's been how much proof that she's a husband abuser? she severed the man's finger for christ's sakes he got severely ill almost died from it and he doesn't deserve justice also #metoo movement has destroyed!!! she has made a fool out of real survival victims she fabricated her own story took someone else's story and made it her own!!!!! she is a disgusting human being and deserves nothing but to be in jail for all the lies and devastation that she has caused with each step that she takes there's another victim that lies behind her!!!!!! #jd keep your head up cuz your fans most definitely got your back they have definitely made up the wrong decision we are not giving up on jack sparrow we are not giving up on johnny depp we are not giving up on any of his projects make that clear we are not going to let our children to idolize a reoccurring husband abuser who steals money from sick poor little kids i wonder how many kids had to suffer because of her decision she decided to make? ask yourself that amber heard you are the most hated woman in the world everything you touched turns to poop like you poop in your bed you god awful a woman amber heard!!!!! 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('deserve')].comment.value_counts().head(60)
he deserves justice 30 johnny depp deserves justice 30 he deserves it 22 johnny deserves justice 19 johnny depp deserves better 17 he deserves better 15 johnny deserves better 11 johnny depp deserves justice! 10 he deserves justice. 9 she deserves it 8 johnny deserves justice! 8 johnny depp deserves better. 7 johnny depp deserves justice. 6 johnny deserves justice. 5 he deserves it. 5 he deserves justice! 5 johnny is innocent and deserves nothing but the best!! 4 she doesn’t deserve it 4 johnny depp is a kind person and he deserves justice 4 johnny depp deserves better! 4 jonny depp deserves better 4 he deserves better. 4 johnny depp does not deserve this. 4 she does not deserve this 3 johnny depp deserves justice!! 3 johnny depp does not deserve to be let go of any of his rolls. he is an amazing actor and kind hearted. all the films he has done and the amazing work and what he does for kids is wonderful. there is countless evidence that he was not abusive towards her. even his ex wives/girlfriends have stated he does not have it in him to be abusive and wa never abusive. woman are just as capable of being abusive as men are stop playing the sex card. leave johnny alone and let him get back to the amazing actor we all love! 3 she deserves jail 3 johnny deserves justice!! 3 she doesn't deserve it. 3 i dont know how warner bros and disney are not able to see the drama amber heard is creating by playing the victim(cause she is such a terrible actor) even though everyone knows she is the abuser. i am surprised she was not able to learn even a tiny bit of acting from johnny.#johnnydeservesjustice 3 she deserves to be fired 3 amber heard is a liar, and johnny depp doesn’t deserve to be punished for her stupidity 3 she doesn't deserve it 3 male victims of domestic abuse deserve justice too 2 she doesn’t deserve it. 2 he deserves better than this. 2 johnny depp does not deserve this 2 johnny deserves it 2 he deserves his justice 2 he doesn’t deserve this 2 johnny depp deserves it 2 johnny depp deserves the world 2 because johnny depp deserves justice 2 i'm signing because i believe in him, he's great human being with extraordinary talent and kind and good heart....abuse has no gender, so it's unfair to judge someone just because he's a man...he deserves love, justice and peace and happiness in his life...❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️❤️ 2 he deserved better 2 johnny depo deserves justice. 2 he deserves more 2 he deserves it back 2 i’m signing because he deserves justice 2 he deserves to be in this movie 2 men have rights too! johnny deserves fair treatment and justice! 2 depp deserves justice 2 he deserves this 2 he deserve justice 2 he deserves them back 2 he deserved justice 2 he deserves it! 2 he deserves his roles 2 because he deserves justice 2 she deserves nothing. 2 Name: comment, dtype: int64
df_amber[df_amber.comment.str.contains('trial')].comment.value_counts().head(60)
it would be unjust and wrong to penalise a good man who was trialed by the media with made-up evidences and lies, by a greedy and vindictive woman. i have read the evidences submitted by both parties and followed the story closely. i am convinced of his innocence. amber heard should not be allowed to win this horrible "game" that she started, out of malice and depp should not have to hide away with his head down and "abuser" hurled his way whenever his name is mentioned. he is a humanitarian and should continue to be one proudly. 1 l’oreal must listen to the people.\nwe are your bread and butter and we do not want to see amber heard anywhere else but on trial.\nthis woman is like poison !!! 1 i'm signing due to new evidence that showed she did not donate the money which was not availble during the ngn trial. the ngn trial also had conflicts of interest since how can you say its okay for a judge to be in on the trial while his wife is on one of the people in the trial's team and the fact he also had dinner with amber heard. what does this say about the morale of the judges since nicol has made mistake rulings but this ruling made was a mistake since he did not believe one side witness despite them being police officers. new evidence brought to light on how judge nicol ruled she isn't a gold digger since she said she donated has shown she has not even donated the full amount she said she was going to. there is a difference between pledge and donate since the documents revealed she did not donate, her team modified the photos to show nothing to show abuse yet johnny had to get his hand put in a cast from when she threw a glass bottle at his hand. judges get it wrong but this conflict of interest well if murdoch wasn't involved if it wasn't his business would the trial result be the same since there was no evidence that he abused her since the article written was done without any actual proof but rather written during the me too movement 1 this trial was biased against johnny depp from the start due to judge nichols connections to the sun newspaper and friends of amber heard. conflict of interest and the judge should have declared this and stood down 1 johnny depp is innocent and justice nicol was complicit with amber heard in maintaining her lies of abuse. there are many curcumstances in which injustice nicol and amber are connected, such as having dinner with her the night before the trial, attending a party in which she and her lawyers were present and many more. he completely ignored johnny depp's evidence and accepted her evidence which was inconsistent at best. he even accepted doctored photos as proof. if this verdict and the decision at the appeal hearing is allowed to stand, the uk system of justice is corrupt and no one will ever receive justice. 1 johnny deep is a good man and i think also this shouldn't of even happened amber heard deserves to lose her role in aqua man 2 because there's enough evidence that suggests she's the abuser here infact she should be seen as a husband beater. i belive depp should be resigned his role most people know deep is innocent that man brings nothing but joy to his viewers no matter what he starts in jhonny deep is one of the best actors out there and he gets kicked to the side because of an unfair trial i dont think thats fair 1 given one is innocent (while slanderd & fired until proven innocent) and the amber heard on trial being far more evident of being the abuser, she should be fired in turn. equality ! 1 i demand justice tor johnny depp. there are way too many ties between this judge & amber heard. everybody deserves a fair trial, and it seems highly that the ties between them could have affected this judges decision. by his comments during court, and his decision statement, all seems to favor ah, which to me & millions of others that, “johnny did not get a fair trial”. 1 because amber is a liar. she lied at the trial against johnny depp. she is an abuser, not only of her ex-husband, but also of her younger sister. she deserves to be taken out of any project. 1 he needs justice. just because it was a women abusing him doesn’t mean anything. a women abusing a man is the same as a women being abused by a man. he needs a fair trial and amber heard needs to be punished. 1 johnny depp is innocent, johnny depp is the victim of abuse, johnny depp deserves justice, johnny depp deserves to have his job back with warner bros. and disney, amber heard is a lier, amber heard is an abuser, amber heard deserves to be fired from warner bros. and all movie studios companies, amber heard lied about the allegations of johnny depp, amber heard is a monster, amber heard has been arrested in 2009 of domestic abuse, amber heard deserves to be fired and be thrown in jail for false allegations, johnny depp deserves to win the trial, we are with johnny depp and we support johnny depp, justice for johnny depp. 1 a great injustice was done that will affect all domestic violence victims! this judge should never have sat for this case and he knew it. judge nichols has multiple connections to the sun/ngn, the defense team and witness amber heard. \n\nduring the trial we all read the transcripts and heard and other sun witnesses were caught in multiple lies. the judge ignored all of it. and he missed that the credibility of the witnesses was in doubt. the judge sided with the sun that 12 of 14 incidents happened as heard described, if she lied about 2 as the judge believes, then all of her testimony has to be questioned. \n\ndon’t let them get away with this! a victim of domestic violence will never have justice if we let this stand. 1 i was giving warner bros benefit of the doubt with not stating if they are removing amber heard until the va trial but after watching what they did in the animaniacs reboot episode was disheartening & in poor taste and they are running aquaman promos on wb and they use a mera speech for the commercial; it seems intentional & to play aquaman now with everything going on feels like their way of saying fu.\n\ni am saddened by warner bros actions and their way of handling the situation. our family are huge wb fans; from my husband & i watching animaniacs back in the day (we were looking forward to sharing it & the reboot with our son) to a minimum of over a dozen series we followed over the years on wb to many of their movies too; but we cannot stand by a company that doesn't do their due diligence to research all the evidence proving the actor they are defending is a domestic abuser; the audio with her admitting it alone proves that!\n\nwe will never watch the wb channel or go to any movies they release and neither will our friends & their families as we are a large group who goes to the movies together & love all kinds of genres. 1 i’m signing because i do not support any type of abusive people, especially johnny depp who lost the trial against amber. 1 justice means something. johnny depp deserves justice since he proved his case. the judge was corrupt, his ties to the sun and amber heard tainted his ability to rule fairly. johnny deserves a fair trial. 1 there was definitely shady business going on behind this verdict! justice nicol believed amber because she was under oath, and discounted the mountains of physical evidence of her guilt! his wife is a militant feminist and their son works for dan wootton. amber's defense team have ties to the sun/ngn. justice nicol should have refused himself from this case! a mistrial should be declared!... 1 amber heard is clearly a repetitive domestic abuser. she was arrested in 2009 for being the violent party in a domestic abuse case. the libel trial only proved this to be the case. 1 johnny depp didn’t deserve to be fired! amber heard filed false accusations against an innocent man. she is the one who is guilty of committing the abuse and as far as i’m concerned that witch only got the court results she wanted because of a biased judge! \n\njohnny depp is an innocent man who deserves better! rescind the guilty result and give the poor man an unbiased trial! 1 the trial did not prove johnny depp beat amber heard. the trial was a libel case against the sun newspaper. they are 2 very different matters. 1 johnny deserves a fair trial that’s not biased towards amber. he is innocent & there was so much proof against amber!! just because he’s a man doesn’t mean he can’t be abused by a woman. #justiceforjohnnydepp 懶 1 i'm signing because mr. depp does not deserve any of what he has got after this trial. the fact that he has been forced out of all of his roles while amber heard is allowed to stay working exactly the same as she was beforehand is absolutely ridiculous. an "incriminating" message appeared out of nowhere and suddenly johnny depp is guilty even though there is clear evidence that she was abusive towards him from the start. there is no reason at all for johnny depp to have his entire career ruined because his ex wife abused him and pushed the blame onto johnny. 1 johnny depp deserves a fair trial where his evidence is actually recognized. his entire case was trashed because apparently his abuser's word "under oath" mattered more than his and defied the the laws of reason which he provided with hard proof. to this biased, paid-off judge who was already connected to both ngn's and amber heard's legal teams, the "word" of one woman outweighed the eyewitness statements of police officers, security guards, building and property staff members, doctors, nurses, housekeepers, personal assistants, and more who testified to amber's abusive behaviour and lack of injuries, as well as johnny's proven injuries from her... in addition to the undisputed evidence of audio recordings in which amber admits to abusing johnny and that he "runs away" from every fight/her abuse, cctv footage which shows amber uninjured and cheating on him, photos of johnny's injuries, medical records of johnny's injuries, text messages, and several points of contrast which debunk her claims. none of it was even mentioned in the judge's ruling, as if it was never presented at all. \n\njustice nicol was never worthy of this case, nor was he an appropriate or impartial choice. his prior connections to murdoch, jennifer robinson, and their law firm (as well as amber's fraternisation behind the scenes of this trial) made this entire process unethical. justice was not served, and johnny continues to be punished and victim-blamed. he is owed this appeal under a court with a competent judge. 1 the judge is clearly biased and has connections to amber heard's lawyers and his son works for division of ngn. johnny had no chance at a fair trial. 1 based on the evidence in the trial, i believe amber heard abused johnny depp. she is not a role model. 1 im signing this because someone needs to be completely blind not to see the lies clearly from amber heard.\nwith do all respect judge but i can only pray for you to have 20/20 vision for the final trial類 1 johnny depp is innocent and has been innocent since the whole trial and case started. the one who would be condemned and have her films and career ruined is the horrible cow amber turd. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('heard kidnap')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
# df_comments[df_comments.comment.str.contains('heardkidnap')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('kidnapamber')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('kidnap amber')].comment.value_counts().head(60)
# df_amber[df_amber.comment.str.contains('kidnap')].comment.value_counts().head(60)
# df_comments[df_comments.comment.str.contains('kidnap')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('bruises')].comment.value_counts().head(60)
to: whom it may concern,\nthis woman is in the middle of one of the worst and most vile public smear\n campaigns i have ever witnessed. today she will not be available for a deposition because of an engagement party in nj & costume fitting in london. the fitting could have been changed. she has demanded justice for herself as well as her friends, speaking non stop to the press since may 27th to any and every tabloid that would buy her story and so called evidence not examined by the lapd she has accused of being liars and bought off. she won't let the a court appointed expert examine it or a any doctor her so called bruises from may 21st. her claims are outrageous and her demands may be blackmail. having her in this film or any film right now till this is all settled is a statement saying anyone can threaten black mail to someone for money and assets and get away with this. carry on with their lives as if they have not committed a crime. please re-cast this role so that the public will want to see this film. it is not fair to the other actors, director, writers and crew, every member of this crew and film deserves better. she is an huge insurance risk. if she can blackmail her own husband, she can cry abuse to anyone anytime for money and attention. please re-cast her and buy her out if needed for this supporting role for now and do not take the chance till this case is resolved in a court of law and not resolved in the court of social media which is what ms. heard has been doing for two weeks now and will continue this onto your set, bringing her toxic persona there for all of you to have tip toe around for whatever time she is there. this may hurt the box profits and then there will be no undoing of this. sincerely, patty sherman\n 1 i don’t think that the court case was fair.the judge didn’t interview witnesses who would vouch for his innocence, including the police who said that she did not have bruises on her face when they answered her call for help. others would describe her bad and violent temper. previous wife and girlfriends said he was never violent with them. 1 the fact that people are actually making excuses for her trying to cut his finger off is just repulsive. meanwhile, i walked into a police station with actual bruises and actual wounds from my actual abuse, but my case against my abuser was scrapped due to “lack of evidence”?!?! 1 this is stupid as fuck that they're cutting him out for allegations he hasn't done anything and unless amber gets the balls to take him to court it feels like it's just defamation and cowardice. normally i don't care much about actors and stuff but this is clearly ruining a man over nothing more than claims by a woman that has been shown to do stuff like fake bruises for a court case 1 just read the script from the trail + see the evidence: he didn't lay a finger on her, but she certainly did. no witness could attest to her being abuse, or having bruises. while over 10 witnesses could attest to depp not touching her, and to amber abusing him + seeing bruises and cuts on depp after being abused. look up lost beyond pluto on youtube: shes a lawyer who objectivly made videos talking about the the trail, from start to finish. and even she, in the video of her adressing his loss: in the end of one of the last videos, not even she could keep her opinion about this trail, judge and amber, to herself. i encourage everyone to watch it, to get a good understatanding of the legal bits, and why he shouldn't have lost 1 johnny did not physically abuse amber heard. there is no evidence she drew on fake bruises. there are tapes and pictures of johnny depp with bruises all over him. amber has admitted to physically abusing johnny. 1 all they had to do was read the biased verdict and actually look at the evidence including the audios and dated pics of he w/o bruises & him with injuries to know he is the real victim & she is the real monster!! \nthey made their choice knowingly! 1 this woman is scum. anyone who cuts their spouse's finger off by smashing it with a vodka bottle, or fabricates bruises on her face to turn the tables on the real victim is a horrible person. her true colors need to be exposed. man, woman, or child to race and even creed, no one should be out through any of the atrocities that man has been through with her, and for that she shouldn't be rewarded for being straight up (excuse my language) but just a bratty a** c***. it's not bc of who he is. i believe in signing this petition, no matter who the victim was. no one deserves to have another human being who is supposed to love you nonetheless, put their hands on them in a violent manner. i am completely outraged\n\nsigned proudly,\nhali elizabeth cedotal. 1 amber acts like an abuser, only when she had magic migratory bruises and cameras in her face did she play victim. real survivers deserve justice! 1 aquaman 2\n1,415,152 persona firmaron. ¡ayudá a conseguir 1,500,000!\n\nnaura hartmans\nnaura hartmans firmó hace 1 minuto\nbritany judkins\nbritany judkins firmó hace 1 minuto\nbryce niebrugge\nbryce niebrugge firmó hace 1 minuto\n\njeanne larson lanzó esta petición dirigida a courtney simmons (svp of publicity & communications for dc warner bros) y 1 otro/a\namber heard has been exposed as a domestic abuser by johnny depp. in his $50 million lawsuit, johnny depp describes many incidents of domestic abuse that he suffered at the hands of his (then) wife amber heard, including one incident where she punched him twice in the face and another where she shattered his finger with a vodka bottle, and his finger had to be surgically reattached. he will bear the scar from that for the rest of his life. \n\nalso, amber heard was arrested in 2009 for abusing a former domestic partner, tasya van ree, demonstrating a repeated pattern of abuse by amber heard.\n\nsince heard's divorce from johnny depp, she has systematically crusaded to ruin depp in hollywood, repeating multiple accounts of fake incidents in which she had actually abused johnny depp, but lied and created false accounts of him being the abuser. about the incident during which she shattered the bones in johnny depp's finger and nearly severed it, causing depp to require surgery to reattach and repair it, heard presented a false story claiming that he cut off his finger himself, dipped it in paint and scrawled obscenities all over the walls. \n\nlikewise, heard recounts fabricated incidents of johnny depp hitting her in the face when she had, in fact, punched him. though staff and neighbors in the building where she lived reported seeing no marks on her face in the hours and days after she says johnny depp hit her, yet she appeared in court six (6) days later with bruises on her face, asking for a temporary restraining order, which was granted. photos of heard from the very next day show her full face, without makeup, and not a single bruise.\n\nas amber heard is a known and proven domestic abuser, warner brothers and dc entertainment should and must remove heard from their aquaman 2 film project. they must not ignore the suffering of heard's victims, and must not glamorize a domestic abuser. \n\nmen are victims of domestic abuse, just like women. this must be recognized, and action must be taken to prevent a known abuser from being celebrated within the entertainment industry.\n\ndo the right thing. remove amber heard from aquaman 2. 1 she defecated on their bed, ridiculed him for leaving hostile situations, photoshoped and faked photos of substance abuse, used makeup to create fake bruises, threw things at depp and cut him, cheated on him with multiple lovers during their marriage, filmed him without permission, berated him while he stayed calm and collected, flirted and attacked their mechanic, flirted and attacked their landlord. she's pretty much insane and if they fire johnny from anything they need to get rid of amber too. 1 who the fuck does she think she is having sex with elon musk and james franco?!? and abuse johnny and lie and say he abused you the audacity of this whore!!! there are pictures of elon with bruises on his face when he saw seen with amber. i hope she drowns on the set of aquaman. 1 ah is a vindictive lying little fraggle that has a proven track record for lying under oath like in australia where she is charged with perjury. her attempts to put on fake bruises were laid bare for all to see in that she clearly lied. jd evidence was more clear ,better and had better witnesses and was undeniable. he deserves justice and to absorbed of any wring doing and should be vindicated. i’ll never watch another movie with ah in it again as her face is a reminder of injustice. 1 she’s been diagnosed as a malignant narcissist with huge rage instances, she abused and used johnny appallingly. she beat him, threw objects at him, the vodka bottle which severed his finger tip, and he still tried to protect this lying, violent husband beater. she tried to extort money out of him and blackmailing him. painted on bruises to she could a restricted order against him because she and her diabolical freeloading friends could get his apartments. she beat him and then lied and lied and lied. she tried to project this all on johnny, as malignant, lying narcissists do.this kind of\n\n\n\n she abused him badly, and all he did was love her! this kind of narcissistic is very dangerous. she has no feeling for any one, it’s all about getting publicity and attention. a diabolical liar! she is able to manipulate anyone, always playing the “poor little me” victim. so many people have been caught in the net of her lies. she went out of her way to destroy johnny. she’ll sleep with anyone to get her way. just because a percentage of people believe in her because of her very fake beauty \n,they believe her! how shallow all these people are! l’oreal you have lost all your credibility. i want to vomit when i see your products! you ought to be very ashamed. i dont understand why you keep this snake on your books! we will boycott your products! bwy your shampoo is just awful! we will spread the word. show some backbone and fire this truly evil woman! get somebody with real beauty and integrity! 1 i'm signing because he has evidence, he's innocent. anyone who says otherwise doesn't want equality. a woman's words and faking of bruises shouldn't be enough to ruin a man's career. get your act together justice system is a joke. 1 i heard the audio, i know where i stand. look at a transcript of the audio but take out all the names. there's clearly an abuser, and it's clearly not johnny depp. it sickens me to hear just the audio alone, let alone all of the pictures of him with bruises i see on social media, and the fact that the judges still sided with amber. 1 i guess l'oreal makes good fake bruises 1 the fact that amber filed for divorce the next business day after johnny's mom died shows how callous she is. then asking for $50k/mo & when she didn't get it, then she files a restraining order a week after the alleged incident, asking for $ again?! that's not what ro is for! not to mention moving bruises! then she claims police are lying in 2 different police departments in 2 different states for 2 different incidents? amber is the one arrested for domestic violence! please sign & share! 1 i am signing because johnny depp is innocent it was proven that miss heard was lying about everthing her bruises were made from make up. she is a liar and johnny doesn't deserve all this. for goodness sakes she she used his bed as a toilet郎 1 you want your makeup used to fake bruises in court falsifying domestic violence? support survivors instead of abusers. 1 police woman in court just confirmed that ah did not have bruises. 1 justice for johnny. he's innocent and seeing the facts & evidence unfold. we're observing the pattern of a sick, vindictive, diabolical 'i'll poop-on-your-bed' sociopath: amber heard - is clearly the actual physical, emotional, verbal abuser, guilty of faking evidence (bruises), perpetrated a hoax not even that well mind you – weaponized her female-gender victimhood to gain fame, attention, sympathy, financial gain via movies, appearances, pats on the back by deluded people. women who lie about men are the worst kind, b/c they easily can and do take complete advantage of laws that are there to protect actual victims of abuse; weaponize to destroy an ex &/or men in general whenever they feel like they need the upper hand, feel powerful, in control, or for some other self-righteous gain, seeking to sabotage, destroy, get revenge or just man-haters in general. this is becoming far too common. \ndoesn't even have to be an ex, some do it for political reasons or to someone they just don't like. i've seen women falsely accuse men, even entice them/bosses into affairs to use against them to get ahead, some even admit it. let's not be stupid, women also know how to use and abuse men, with such ease & no consequence or repercussions, in fact other women often even encourage these demented behaviours these days. and who would believe the man over the woman!? who would even dare! doesn't amber herself even say this to johnny? - to not even try going to court or say she abused him - b/c she's a (meek, weak) slender woman.? by evidence text msgs with johnny, her own parents know her well, are scared of her and of pissing her off.\nit is the cruelest for any person to be falsely accused. not all men have the financial means to sue or even fight back. liars, hoaxsters, who make false accusations truly diminish and anger real victims. i hope she goes to jail for making false accusations. obviously she won't ever be punished for physical abuse perpetrated on her victims. # justiceforjohnny 1 if you want to be known as the brand of makeup a disgusting and sociopathic woman should use when painting fake bruises on her face when attempting to manipulate the legal system for personal financial and celebrity gain then you should keep amber heard as one of the faces of your product.\nif on the other hand you do not find it attractive or think it wise to have a vile, fork-tongued, janus-faced succubus as one of the faces of your product then you should remove amber heard from l’oreal employ immediately.\nwomen and girls who see your brand associated with a sociopathic mantis-woman will be turned off more and more as mounting evidence in the open court case is made public.\nbest not wait until she’s rouge-less and incarcerated to find a healthy face to add to the face of your popular products.\nall the best! 1 the only reason amber heard would have the right to be be a spokesperson for a makeup brand is if she's giving it to her victims to cover their bruises. 1 what's she going to do, use l'oreal to paint fake bruises on her fac. get a woman who has some merit to represent your company. you have fine products do not tarnish your reputation by associating with amber heard 1 you can't just cut someone's finger, defecate in his bed, handing him pills so he could zone out and do things your way, you can't draw bruises on your body, lie the whole world, getting millions of dollars in court and then, you get to speak about feminity and women's rights. just no. 1 as an actual survivor of domestic violence, and i do me survivor by the grace of god i wasn’t murdered, this woman is a disgusting human being! mr depp was lucky to have only lost a finger! i’m appalled at the double standard! seeing this woman’s face as a makeup ambassador is a double slap in the face! how many of us have tried to use makeup to hide bruises? clearly she used makeup to create hers. shame on you l'oréal #justiceforjohnny 1 i suppose those bruises she painted on does show how effective loreal products can really be... psycho, malicious abusive creature 1 are you going to start making black and blue foundation so we can all paint on fake bruises like your spokesperson did? 1 i’m signing this because amber heard is unfit to be speaking at this event she is a proven abuser and she’s been arrested for dv and also she had also not only abused johnny depp but she also abused elon musk and his 5 boys witnessed it the abuser amber heard should not be speaking at this you cannot support a liar and a fake domestic abuse victim and i say that because her bruises on her face always would disappear and reappear and never stay in the same spot and more than that what she used for her markings was make up real bruises don’t disappear over night like hers did either 1 i think the point you make that had any of the allegations amber heard made were in any way true, johnny depp would have paid upfront to keep her quiet. the fact that he chose to fight it says a lot. as does the fact that she kept saying that she was going to file charges but never did. he was never actually charged. if he had been charged he would have been arrested by the lapd, that's what they do even before the charge is investigated. and in the end amber heard settled. based on the evidence lists that both sides gave to the court johnny depp had proof of something about amber heard, something that would have either ruined her career or put her behind bars. that's why she settled. the bruises were created by her make up artist friend, text messages were fake and that video that shows a grumpy johnny depp pouring a glass of wine, slamming cupboards and then stopping her from recording him, all the while you can hear her egg him on, was a set up obviously. and why is that video so blurry with today's technology. i'm not even 100% sure that's johnny depp, the guy actually looks like her father. but we'll assume that it is johnny depp since that's what she wanted the public to believe. there was no crime in that video. people need to get the facts. 1 it was so obvious throughout this whole relationship the games amber played and the what she was doing to johnny long before the marriage.... fans saw it happen.... it is sickening what this i have no word to describe her.... did to johnny depp days after his beloved mother passed away.... the bogus allegations she through out in the media ( never with police & court of law) only after he said no to her insane demands ( blackmail) for months she seen through her lies of fake bruises & lies to the point she refused to be deposed and settled. only guy what california state law allowed for the divorce as she dropped the restraining order cuz she knew she lied johnny never did, never should touch her or anyone. she was cought in her lies and is disgraced. \n\njohnny for 32yrs has taken us on an amazing journey, his creation of characters is magnificent and he is genius at his craft, no one is close to matching this man's talent & dedication. i can't wait for this good caring loving generous man's future to take us in more amazing journeys 1 she is fake. uses makeup to make it look like bruises. she is a violent person and should not be used for loreal. 1 Name: comment, dtype: int64
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most despicable actress ever - now and in hollywood history.\nwhat time of person videos their spouse as part of their plot to conduct a smear campaign in the media to get his assets?\nsomeone who was really abused would get resolution via the courts.\n\nand the fact that she got upset when johnny directly made donations to the charities she specified revealed that she only said that for damage control. \nvery smart of johnny to make the donations directly without the money passing through her grubby gold digger hands, because then those charities would have never saw any of the money.\nserves her right that she ended up having to pay her legal fees out of her own pocket.\ni will never ever see any movie she is cast in. \nshe got this mera role by via the casting couch of the producer and momoa. \n 1 amber heard is a disgusting deplorable psycho and should not be able to falsely spin a narrative that she is the “victim” and ruin a guy’s career who has been beloved by public, peers, ex partners and fans since the 1980’s. fame whore and gold digger. heard the audiotapes, she is legit crazy & not like anyone is perfect but johnny depp was the voice of reason and calm. she kept egging him on and he kept calm while she berated him for an hour on how terrible he is for walking away from her when she is violently fighting with him to escape her insanity. 1 the scam amber, io and her other friends did against johnny is awful. they blackmailed johnny depp to keep the penthouses they were living and mooching in. amber blackmailed her husband for money then when the media called her a gold digger she claimed to give the money to charity to get her reputation back. falsely accusing someone of abuse is one of the worst things you can do to a person and to all real victims of domestic abuse. 1 he’s always been amazing and i sought he’d ever hurt anyone, especially amber! you can tell she’s a gold digger from the get go 1 i think she is a gold digger. i never liked her. i believe she did abuse him. he showed not be fired unless she is also 1 if you don't want the gold digger label then hand over the money you pos.... 1 #amberheardisagolddigger 1 johnny is stellar. you cannot rely on the words of gold diggers. he is not the abuser. 1 i love johnny and amber is a hold digger 1 because i believe in him and i believe the man has done nothing wrong apart from marry a gold digger she is the one in the wrong here not him 1 mr. depp has been falsely accused by a lying vindictive abusive gold digger and does not deserve this treatment from hollywood after all the years he has devoted to them! 1 the was basically a witch hunt perpetrated by a lying vindictive abusive gold digger who only cared about getting johnny's money. we want his name and honor restored! 1 we want johnny depp back....we don't want that golddigger ah 1 amber heard has abused johnny depp and then had the audacity to lie in a court room, and also say that he was the one who abused him. she is a big gold digger because she wants all his money. i signed because i am embarrassed to have someone like this not be punished. it would be even nicer if she got fired from her job as an actress 1 i would definitely love to see johnny depp play gold digger roger! 1 i couldn't agree more with this petition. not only does this judge appear have questionable ties to the defendents' side, his choice to set aside evidence and police witness on the basis of the assumption that a key witness for the defense wouldn't lie under oath when it has become clear that she has done so at least once in australia, sets a deplorable precedent that allows taped spontaneous confessions to be overruled or even completely disregarded in favour of a statement made under oath. does this judge not allow for the fact that a criminal might lie under oath to evade justice? \nhe said ms heard donating the 7 mill she received from mr depp as part of their divorce wasn't the action of a gold-digger, and it appears this has influenced his judgement more than any of the evidence put before him - and to top this off, it then turned out, ms heard, who has been widely touting her good deed in the media, did not donate at all! \nit appears clear that for whatever reason, justice nicol was woefully biased, and there ought to be an investigation as to whether this is the case and if so what lies at the root of it. \nfaith in the uk justice system has been severely damaged by this verdict, an impartial investigation might rectify this damage. if not, and this verdict is allowed to stand as it is, the conclusion especially for male survivors of dv can only be that if even someone like johnny depp, with a mountain of evidence amd witnesses cannot get a fair trial, then it is better to remain silent and not put yourself through this ordeal. \nthis outcome must be prevented at all costs. 1 lonely sweet kind johnny depp is a victim of a mentally ill gold digger women. 1 she is a liar of abuse, quite honestly she is a liar in general. she thinks she is above the law, when in reality she is simply a toxic, gold digger. if she stars in the movie i will not be watching! 1 i'm signing due to new evidence that showed she did not donate the money which was not availble during the ngn trial. the ngn trial also had conflicts of interest since how can you say its okay for a judge to be in on the trial while his wife is on one of the people in the trial's team and the fact he also had dinner with amber heard. what does this say about the morale of the judges since nicol has made mistake rulings but this ruling made was a mistake since he did not believe one side witness despite them being police officers. new evidence brought to light on how judge nicol ruled she isn't a gold digger since she said she donated has shown she has not even donated the full amount she said she was going to. there is a difference between pledge and donate since the documents revealed she did not donate, her team modified the photos to show nothing to show abuse yet johnny had to get his hand put in a cast from when she threw a glass bottle at his hand. judges get it wrong but this conflict of interest well if murdoch wasn't involved if it wasn't his business would the trial result be the same since there was no evidence that he abused her since the article written was done without any actual proof but rather written during the me too movement 1 this evil plotting, narcissistic, dishonest, cold hearted, gold digger deserves a hell of a lot worse than just getting fired. she needs to be banned from anything related to hollywood, acting, doing films etc. she shouldn't even be allowed to do a damn tampon commercial. she used johnny to improve her sad little, so called acting career by riding on his good name. once things improved in her career, she was done w him but instead of just having an amicable divorce, her greedy ass has tried to tear his world apart by falsely promoting herself as a victim & by keeping him in court, this keeps her worthless ass in the spotlight. \nif there's any real justice in this, johnny will win his next case against her, clear his good name & she should be convicted of perjury & for providing false information about their relationship & her friends that testified & perjured themselves all for her, should all rot in jail. that would be justice. 1 i hate amber heard and she is a lieing gold digger 1 amber heard is a lying gold digger it's time we believe the victim and not bias a gender 1 as the mother of a young boy, i want to see gold diggers who use the law to fleece their partners be exposed and held accountable for their crimes. 1 i believe 100 percent that johnny depp is innocent and is in no way a wife abuser and never has been, his wife who is the violent man abuser is nothing but a gold digger who is only after johnny depp's money and she is trying to ruin him in his personal life and his working reputation. johnny depp is a good person who has always been known by his working colleague's and his ex partner's to be a humble, kind, genuine loving human being. 1 she's a gold digger. 1 amber heard is a gold digger, an abuser, and a liar. most of us grew up watching johnny depp, so i and many others will not stand for this. 1 johnny is innocent; don't people have anything else to worry about. amber is a gold digger looking to make a name for herself. 1 because she's a gold digger and a liar. she's not a woman she's a manipulative bitch 1 she is an abuser too. plus, there are hundreds of proofs against her claims of abuse of johnny depp. she's a gold digger and liar, and she should not be seen as an idol or example for this cause. 1 mr. depp has been innocent all along yet had to go through hell, humiliation and hatred of the masses even without any significant proof or evidence that he was the abuser. he didn't deserve any of it and it's about time amber heard goes through the same and gets what she deserves. you know, fair, equal treatment and all. a manipulative liar and gold digger like her doesn't get to be in a spotlight and to be a star after she intentionally trashed his name and reputation. unfortunately for herself, she chose to mess with a wrong man - a talented genious like mr. depp has billion of fans and admirers all over the world that believed him from the very beginning and they stand true and strong in his fight against his perpetrator. i'm so glad that she didn't get away with it and the truth surfaced. #ibelievehim , #istandwithjohnnydepp , #johhnydeppisasurvivor, #amberheardisanabuser\n\nso now, i believe it's time we demand justice for johhny depp! he lost his role as jack sparrow because of amber heard's false accusations of domestic abuse and lies. please, follow the link below to sign the petition to keep him in potc franchise. together, we are strong and powerful and can change the course of events. disney will have to hear us and consider the fans wish . they are making movies for us, the audience, and they must consider what we want. after all, mr. depp is a victim here and hasn't done anything wrong to lose one of his most epic roles. besides, potc movies are not potc without him. just waste of film and time. please, sign, share and support to make heard really mad and not let her destroy his career he's been building all his life with hard work, unlike her. #jacksparrowforever #johnnydeppisjacksparrow\n\n<a href="https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f" rel="nofollow">https://www.change.org/p/disney-keep-johnny-depp-as-jack-sparrow-56940bb8-c877-482f-bf8a-ec2c57ccb32f</a> 1 cancel the ambuser, accuser and user, husband-beater, gold-digger and liar. don't let her spread her lies, promote abuse and agression. 1 bye you malicious gold digger! 1 she is a gold digger wench all she wanted from johnny depp was fame, attention she is a horrible person ! 1 becoz she is a bloody gold digger bitch. 1 she smears the name of feminism and the work that millions of women have done in the feminism by using it to destroy someone else’s career. she’s also a money grubbing gold digger who only became famous from her high profile relationships. 1 a gold digger and abuser like her is not a good example to follow 1 because she i one big thot gold fucking digger, also just fucksngskwydbekwuebdbdbdbdbduuejejs. i'll break my fuckin screen 1 johnny has been a great actor for almost 4 decades as well as an awesome human being. amber is nothing but a vile, lying, attention whore, gold digger. she deserves to go down like any other domestic abuser who has committed perjury and only has her own selfish interests at heart. justice for johnny!!! 1 we all know she is the narcissist abuser and gold digger!! 1 johnny depp is awesome! and she's a gold digger! she should be removed not just from this motion picture, but from cinema in general!!! 1 she’s a narcissistic gold digger who thinks her looks will take her anywhere and get her everything even at the cost of others! she tried to ruin a genuine mans life/career for her own selfish disgusting gain. she does not deserve any sponsorships! she is definitely not someone i\nwant my young daughter to look up to as a role model... 1 amber's face make me physically ill. when i see her i can almost smell garbage, stds, and feces and now i think of that when i see loreal..she faked being abused as a publicity stunt and because she is a gold digger.. she is on audio recordings making fun of her husband for running away every time she physically assaulted him. she also claimed that she donated the 7 million divorce settlement to charity but....she kept it for herself. that is about as disgusting as a human can get. she is not a woman, she is a see ya next tuesday. 1 she is an evil abusive golddigger and liar. \n justice for johnny depp 1 remove amber heard she destroyed a honest mans career and reputation, she is nothing but a gold digger. i will not support a brand, product or film associated with this person. 1 amber heard is a lying, narcissistic, husband beating gold digger, & johnny depp should bring criminal charges against her for assault, which she has already admitted. 1 i never believed in amber heard she is a liar, goldendigger and shameless woman since 2016. 1 she's a abuser ! no . gold digger 1 nothing can ruin a good man like bad woman, especially a golddigger. mr. depp has been wronged by a failed legal system in a failed country (england) that replaced evidence with "wokeness" and "political correctness". he desrves justice. 1 that man is a legend and that woman is a gold digger 1 she is paying the bills for some of the witness’s in the trail in london. she is a liar and she is a gold digger who admitted to have never see one of johnny’s movies! 1 gold diggers 1 Name: comment, dtype: int64
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df_comments[df_comments.comment.str.contains('bullies')].comment.value_counts().head(60)
nobody is perfect and makes mistakes and i dont support bullies online who think it's ok. if she did work it's up to the justice system . people say she is evil etc who online are has bad. 1 she is leveraging all from the lies /bullies/using people to reach her success.. she is a domestic abuser, fake, ugly , and terrible actor and does not deserve for l'oreal spokesperson . 1 i dont believe admitted bullies should be rewarded 1 sick of cowards and bullies - justice for johnny depp. 1 im signing because this film is important. mgm are nothing but bullies!! 1 amber heard? go away! we don't condone bullies like you. \n\ndon't start setting a wrong precedent here! 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('psycho')].comment.value_counts().head(60)
amber heard is dangerous and everyone i know intend to boycott movies and products promoting this psycho. she has set back women's empowerment immeasurably with her theatrics. men have rights too. 6 i have had the privilege of meeting johnny five times at uk premieres. he is a patient, kind gentle soul who really cares about those in the disabled enclosure and children and elderly fans. johnny does not have the psychological profile of an abuser. miss heard allegedly was the abusive partner and allegedly abused her former partner tasha van ree. johnny's former partner of 14 years - vanessa paradis , the mother of johnny's children, wrote a letter to the court in la to testify that he had never raised his voice or abused her. winona ryder, johnny's former girlfriend and lori-anne allison-depp, johnny's first wife attested to his gentleness. the la police said no crime had been committed. miss heard on the other hand allegedly used to lunge at johnny and his security team allegedly used to prise her off johnny. miss heard heartlessly served divorce papers on johnny two or three days after his beloved mum passed away. johnny is 1000% innocent. 1 amber is a psychotic narcissist who has ruined the life of a very successful move actor who is an amazing man! \njohnny needs justice! 1 it’s all so obvious!! johnny is a good man pushed by a psycho woman 1 he was systematically taken down by a narcissistic psychopath abuser who will stop at nothing to destroy his life in totality. this woman has a history of setting up her partners for her personal financial gain all while playing the innocent victim card. her multiple personality abuse needs to be called into question on a level greater than a court of opinion and she needs to be stopped from gaining traction on a global fame level. 1 he is an innocent man that was abused by a psychotic human. 1 i heard the tapes and she’s a lying psycho. 1 fuck this psychopath bitch. justice for jhonny 1 amber heard is a lying narcissistic psychopathic abuser and i don’t want to her face on tv no more after what she did to my boy johnny depp!! 1 she's a psycho bitch who deserves to rot in a prison cell that's why 1 i am the wife of a man who was not only physically and psychologically abused during his first marriage, but his abuser has succeeded to continue abusing him emotionally and financially through the court system by having herself declared a victim of domestic violence at his hands despite her arrest and subsequent probation for hitting him in front of their children and threatening on record to throw herself down the stairs and frame him for it. four years later she was arrested and served another two years for hitting me in the face in front their son at a school function while my husband had sole custody. still she is allowed the label and free services of victim, to file repeatedly for custody, despite more than a dozen dcf investigations and 2 substantiations of abuse and neglect, including drugging/overdosing the children and being found unconscious from alcohol & pills. it is women like amber heard abusing and then accusing in the media that jeopardize children's lives by perpetuating the myth that women are always the victims and by making people less sympathetic towards real victims 1 i am absolutely disgusted that this woman is getting away with not only verbally and physically abusing, but also ruining a great actor's career and reputation. she is totally psychotic. and the fact that warner bros. fired johnny depp and glorifies amber heard is utterly ridiculous and laughable. warner bros. has to set this right and fire amber from the aquaman sequel. and if they don't, they support all forms of abusive behaviours. simple as that. 1 nobody in their right mind should support this psychopathic lesser-than-human being 1 amber is a a psychotic narcissist 1 i will never credit or invest in a human being using and manipulating the law to get vengeance and destroy another human being. amber heard is a total piece of shit and shouldn’t have the privilege to be place in a position of power and influence. her example discredit and put shadow on real victims of psychological abuses and physical violence. 1 johnny depp didn't deserve that, she was the one who abused of him physically and psychologically 1 i don’t support husband abusers. if you keep her, i won’t pay to watch this movie. you’re a terrible person, amber! get psychological help, you abuser and liar. 1 women must not be allowed to get away with being abusers, especially if there are children in the mix. the shame and fear men feel keeps many of them from coming fwd and getting out of an untenable situation with a psycho in desperate need of therapy and maybe a little jail time. 1 i'm signing because heard is a crazy-ass bitch ... depp's previous girlfriends winona & vanessa never had issues with him being "abusive" ... maybe that's because they weren't psycho, nut jobs like heard is. dumb, spoiled, stuck-up bitch. 1 amber heard is an abusive psycho. 1 fuck amber heard psycho 1 because johnny depp does not deserve to lose his career because a psychotic woman likes to lie... and a uk court room that doesn't believe that women can abuse men. which is highly un professional for anyone who who knows how easily weapons can hurt someone maybe not bare hand but sure as hell a dagger a broken glass bottle longs nails even. 1 he didnt deserve to be taken away his role because of a judge believing a psycho!! 1 she doesn't deserve to have any jobs for what she did to johnny, she's clearly a narcissist and a psychopath 1 an abusive and ill psychopathic woman cannot represent any brand 1 i'm signing this because she is a liar, an abuser and has mental issues such as narcisistic & psychopath. she is not a good public figure and we won't buy the products if she stills be the face of it. 1 johnny is a survivor of physical, emotional, psychological, and verbal by ah. he deserves justice and ah deserves jail... 1 well it turns out johnny depp is mostly innocent & amber heard is just a total psycho. 1 because amber heard is a psycho abuser & what she has done to johnny depp is disgusting. i will never buy a single product from l’oreal again if they continue to use her. disgraceful. 1 she is a lying psycho and shouldn’t be allowed to destroy his career and livelihood 1 amber heard is a psychopath 1 amber heard is a disgusting disgrace of a woman and johnny deserves better. this movie would be so much better without her. she’s a liar and a psychopath. 1 i don't want my money supporting a psychopath like amber heard so i will never watch aquaman 2. i also will not support a studio that chooses a serial killer in training over millions of fans. 1 she is a lousy actress: with no depth & no dynamics in her "acting" whatsoever !!! but she is a psychopathic-sociopath-narcissist !!! and a pathological-liar !!! who is only form & no substance !!! so naturally she is a fucking-lousy-actress !!! 1 the right thing to do is to make the guilty stand in punishment for their crimes. amber heard is horrifically psychotic. she has a history of violence against others. make her pay for her crimes. 1 she needs to be blacklisted from hollywood. johnny depp was blacklisted, but committed no crime. turd was verbally, mentally, physically, emotionally, psychologically & spiritually abusive on steroids, on johnny depp. she cut off his finger, butted her cigarette out on his right cheek. the next thing? she had a huge dump on johnny’s side of their bed. told the building manager, ‘it’s just a little prank on johnny.’ and, she took off to coachella. bitch couldn’t act her way out of a wet paper bag, so let’s get her out of hollywood! and, get johnny depp back where he belongs, with disney, warner brothers, on there knees literally begging johnny depp to forgive them, & tho he would, my wish is, that he kick them in the teeth, & between his clenched teeth, say, “you’re not worth it.” 1 she lied and manipulated the media, drug abuse, psychotic behavior, we don’t want our kids to grow watching this, wb as disney have a responsibility, disney is doing their part, she should be fired and johnny depp rehired 1 its obvious that she is the one who was abusing! i'm very surprised about the decision after even listening recording how she was treating johnny, you can tell who was acting like a psychopath. i will never watch any movie with her, that's for sure. so aguaman 2 is out completely. just hope that all depp's fans would do the same. 1 i hate amber heard she is a psycho and a liar 1 he married a psycho! 1 because i want people who have been fooled by that dumb bitch be aware that the person that they're idolizing, is an evil wench. seriously, open your eyes and see her nature not her body and her face. that girl's a psycho and she's not sweet. 1 amber heard is a disgusting deplorable psycho and should not be able to falsely spin a narrative that she is the “victim” and ruin a guy’s career who has been beloved by public, peers, ex partners and fans since the 1980’s. fame whore and gold digger. heard the audiotapes, she is legit crazy & not like anyone is perfect but johnny depp was the voice of reason and calm. she kept egging him on and he kept calm while she berated him for an hour on how terrible he is for walking away from her when she is violently fighting with him to escape her insanity. 1 johnny depp needs to heal from trauma bonding and the abuse (verbal, physical, financial, emotional, etc) and the neglect. once you are a victim of narcissist abuse, you will never be the same person you were before they destroyed you. psychopaths are pre-meditated murderers. super dangerous. -fellow survivor of narcissist abuse and witness of narcissist abuse. let the healing begin. 1 i have been a victim of abuse in the past - emotionally, psychologically & physically.\n i've watched enough of this game amber is playing & it's making me physically sick - nauseous. 1 i'm signing a doctor warned she is a psychopath and a narcissist who is abusive. 1 amber is a lying abuse psycho. 1 this foul human being is not suitable for annual social good summit. anyone who gives her a platform for anything is dragging their own organization's name through the mud. don't you know what a sociopath is? how about a psychopath? everybody in the entire world see's what she is. i strongly urge any organization giving heard a platform to represent them or some positive cause to rethink their decision. your organization will forever go down in history as corrupt for being behind someone as foul as heard. 1 amber heard is a sick individual. everything she is doing is very common of narcissists, sociopaths, and psychopaths. they slander and destroy lives. there is so much evidence against her. she had a history behind her of abusing others. she abused her own sister, her ex girlfriend, and so many other people besides johnny. johnny just got the worst of it. the whole world sees through her nonsense. warner brother's is making a terrible mistake and their name too will be forever tarnished. give depp his roles back and let amber lie in the bed she has made for herself. she needs to take responsibility for her liars and actions by doing some prison time. 1 oh my god. amber is such a bit*h. defamed johnny. i wish he never married this psychopath women. #justiceforjohnnydepp 1 amber heard is a psychopath! 1 she is an abuser, lier and psycho. 1 because amber heard is a manipulative piece of shit and deserves to be out in jail. absolutely psychopath i saw her almost hit a kid in her car and she didn’t even notice. 1 i am a real abuse survivor ... listening to amber herself on those tapes was exactly like replaying my abusers verbage and manipulation tactics that i experienced for years toward me word for word ... women abuse too ... my 1st abuser was my mother ... amber is no victim ... she is the perpetrator ... her antics are exhaustive and her deviant psychopathy literally makes my skin crawl ... i do not & will not ever choose to "believe all women" ... i will choose instead to always "believe all real victims" ~ and i do recognize and know the difference !!!! thank you for giving us all a platform specifically to address this travesty of justice !!!! ~ amber does not and will not ever speak for me !!!!\n ~ very sincerely , jazzy♡\n#mentoo\n#justiceforjohnnydepp 1 johnny depp is an amazing man and actor and has been done wrong ny his psycho ex! bring him back! 1 i’m signing this because johnny depp 100% does not deserve to lose his whole life career and have that destroyed because of one horrible psychotic ex wife. 1 i,m signing because she is a psycho bully and a liar 1 she deserves to get everything coming to her, psycho! 1 amber heard is a crazy psycho, it's there in her eyes. she is batshit crazy and deserves to be put in her place. she should be crucified for the way she uses the #metoo movement to get attention.\n\ni have no respect whatsoever. 1 she is a malicious, shallow, vindictive violent and extremely dishonest narcissistic psychopath who cares for no one. and she really isn’t all that pretty, waste of oxygen 1 ah is dangerous and everyone i know intend to boycott movies and products promoting this psycho. she has set back women's empowerment immeasurably with her theatrics. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('bitch')].comment.value_counts().head(60)
fuck that bitch 28 fuck this bitch 21 she’s a bitch 16 she a bitch 16 amber heard is a bitch 14 she is a bitch 8 amber is a bitch 8 shes a bitch 7 bitch 6 she's a bitch 6 amber heard is a lying bitch 4 fuck dat bitch 4 amber heard is bitch 2 amber heard is a bitch! 2 i hate this bitch 2 this bitch needs out 2 amber a bitch 2 warner brothers is a bitch 2 she's a lying bitch 2 she's a bitch. 2 she is a bitch. 2 fuck the bitch 2 his wife is a bitch 2 fuck that bitch hoe, wb, and the sun 1 i'll signing because i was in an abusive relationship that stole 3 years of my life and 2 years worth of free education from me. this bitch is a narcissistic parasite that doesn't deserve to be an actress. 1 she is bitch 1 shes a fuckin bitch 1 stupid bitch #justiceforjohnnydepp 1 she a bitch bruh 1 she's a abuser and a bitch 1 she’s a bitch who abused johnny 1 i have too much to say why i’m signing! either way... that bitch needs to be taken down bit by bit... johnny you don’t deserve this! stay strong �� we’re behind you allllll the way brother. love you � 1 this bitch ruined johnny’s life :(( 1 shes a fucking bitch and johny depp doesn't deserve this 1 i’m signing because she’s a manipulative, abusive bitch that deserved to serve time. 1 abusive bitches using female privilege should not be rewarded!!! 1 because fuck amber heard and fuck warner for keeping the bitch 1 i’m signing because fuck that bitch 1 amber heard is such a bitch. men always get screwed over every damn time yet people keep wondering why men never come forward with anything and instead turn to alcohol, drugs and finally, suicide. 1 she is a bitch :) 1 shes meets most all criteria to be a 'total bitch' 1 she’s a bitch abuser man 1 i'm signing this because enough is fucking enough. he was innocent all the long and that bitch amber heard has got nothing on him. i'm proud of him for being happy and strong because he had people with him that love him. and what will amber get in return? no one and nothing for being an evil cunt that she is. and it's because of her,i don't like dc now all because of them sticking by her. so fuck them and fuck her. 1 she's a rotten bitch 1 fuck that bitch! 1 amber heard is a bitch, #justiceforjohnny 1 she’s abusive and frames johnny fuck off bitch 1 fuck u bitch 1 she doesn’t deserve to have a platform. she’s a lying manipulative little bitch. #freemyboyjohnny #johnnyaintdinothin #gotohellamberheard 1 i'm signing because fuck that abusive bitch. 1 i'm signing because fuck that abusive bitch. she need to be removed from human society and simply locked away for good. 1 amber heard is saying that we are all online trolls and that we are fake people getting paid and we have no say in reality.. wtf tell that cunt im real so where is my check for signing? because i signed so johnny depp can have justice. fuck that bitch 1 amber turd is an abusive bitch .\n#justice for johnny depp \nwould never watch anything with this pig in it. 1 por bitch y mentirosa la amber 1 fuck amber heard all my niggas hate that bitch amber heard 1 she’s an awful abusive bitch who abused johnny depp and laughed about it 1 amber heard is a manipulating bitch 1 i signed up because amber is a bitch 1 “she’s a fucking bitch, do it.” 1 the lying, abusive bitch has no place being in the spotlight. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('beaten up')].comment.value_counts().head(60)
Series([], Name: comment, dtype: int64)
df_comments[df_comments.comment.str.contains('beaten')].comment.value_counts().head(60)
it was all over and done, and people were speculating on who amber and johnny were dating. everything was going on, no mention of the abuse. oh, and what about that extra 7 million amber was demanding johnny send to the charities because he would get a deduction and supposedly would only have paid half the settlement?? johnny signed the checks in the name of amber heard anyway, so that went away pretty fast. thank goodness. now? harry potter, a boy beaten by his aunt and uncle and messed around by voldemort more than once...is used as an example of hypocracy by blind faith in the words of someone who lies about abuse just to get back at johnny for not being the "fantasy" she had as a teenager...and his money didn't hurt! but people need to let this shit go, and stop boycotting all johnny's hard work, while calling him a "has been" or whatnot when his movies 'fail" because of these ridiculous boycotts. 1 johnny deserves justice. that man has brought so much joy into my life as an actor, and to have him defiled and beaten like he was, is horrible. amber heard is a horrid human being. 1 she has clearly accepted to have beaten johnny depp. furthermore, johnny's ex-flings have also said that johnny is not the kind of man who would beat or hot his lover. 1 i grew up in a household where dv was the norm (rather than an occasional aberration). the way that monster talks on those recordings, not just what she says, but how she says it... she's not a survivor, she's a perpetrator. hearing those recordings, threw me right back into my childhood.\nshe has no right to speak on behalf of anyone... let alone those who have survived behaviour exactly like her own recorded actions. that's just sick. playing the victim & claiming solidarity with those who've had to live with the consequences of the actions of the genuinely abused... is a real gut-punch. that's like having to imagine my mother's 2nd (but just as nasty, angry & violent as her 1st) husband claim that it was he who was stood in the bathtub & beaten (for getting lost having gotten turned around & walking the wrong way when getting off the school bus, on their first day, in a new place, in a new country). it's like having to suffer that all over again.\n\nwhilst the actual victim(s) in this, are either still too in her thrall, or still too scared to speak out, as one of their number (jd), has the life & career he has cultivated, nurtured & grown for decades (which frankly, was likely all that attracted this monster to him... the fame, money & status she wanted for herself, & was upset to not just be 'given' by virtue of having married him), is systematically taken away from him.\nhe's already had 2 iconic roles pulled out from under him & it's likely that the only reason the tabloids aren't openly mocking him... is cos that would mean acknowledging they got it wrong, that it was the 'tiny, little woman', rather than the 'big, strong, brute of a man' who was the bad guy. shame on all of them.\n\njd, i stand with you & i applaud your bravery in not just surviving this & not just weathering the loss of your reputation & livelihood, but for being brave enough to admit that you fell victim to a domestic abuser. that takes some guts. 1 i sign because it's unfair how the court rolled in amber's favour, when johnny was the one beaten. 1 he should b given support not beaten down 1 judge nicol came down with a judgement against johnny depp, admittedly without reading at least half the legal documents , & not listening to the tapes, that amber heard admitted to her abuse against johnny depp, time after time after time. also, the judge’s wife, & her best friend, who is also thru amber heard a dinner party, the judges wife’s best friends & his son & his best friends. a conflict of interest? in this & so many more points & the fact judge nicol admittedly did not read any of johnny depp’s court documents or look at the pictures of johnny depp taken after he had been beaten by amber heard, are just cause to investigate judge nicol & his judgement of johnny depp! 1 i’ve been domestic beaten and bullied by a female and as a man police do not act 1 no other like jonny depp he's proven not guilty yet seems like you are ok with him being beaten. im disney fan but what is it that you're showing are kids. our kids need to learn that all men and woman are created equal. put him back please 1 he was beaten abused and humiliated why should he lose his job too!?!?! 1 johnny was my childhood and the fact that hes getting accused for something he didn't do makes me so mad, theres even evidence of it being the other way around and he was the one actually getting beaten. 1 he was beaten. he did nothing wrong 1 first and foremost, johnny depp has been proven as the victim of abuse after being accused as an abuser. why is he still not back in his roles after that? he literally got beaten by a woman he thought loved him, and was then accused of beating her. and they proved she abused him in court. \n\nnot to mention he brings so much joy in his roles because he brings authenticity and love in every role he is cast for. 1 this man was beaten and abused and made a fool of! in spite of extensive evidence in his favour! hard damn evidence! he was thrown out because amber heard is a lying, abusive, criminal scumbag! he deserves his jobs back and she deserves prison! 1 #standwithdepp\njohnny is the victim, he does not deserve to lose his job for being beaten and abused by the monster that is amber herd. give depp his job back! ✊ 1 i wish that celebrity types who attempt this tragic larping would consider some broader consequences of their actions rather than how it can improve their image. \n\nthere is a serious mortal risk in leaving an abusive relationship. moreover, discussing it afterwards can take a lot of courage and self esteem; not to mention the stigma. but it can be overcome and discussed. not everyone may listen, but people who need to hear it will pay attention. \n\nwhen a public figure takes on this kind of trait - to the degree that she has - they come to represent your everyday individual who survived these struggles. for better and for worse. not only was amber heard not being beaten and manipulated by depp, but she (in) advertently tanked his career and skyrocketed her own. as facts have come to light, it appears that heard herself was the abuser. \n\nfor people out there who have never had to go through the experience, and don't know anybody who has, they see this and start to associate women with these stories as opportunistic, egoist charlatans; not as survivors. they see all the fame and fortune heard has stumbled upon - not to mention international political ambassador clout - and begin making fallacious conclusions about the intents of women with those stories. \n\nshame on you ms. heard. your fabricated melodrama has (even unintentionally) delegitimized all those who could have benefitted from a sincere voice. your carelessness and foolishness and outright lies taught people to distrustful of victims and dismissive of their stories. \n\nforget the sponsorships, acting contracts, tv interviews and movies. this is a shame you have brought into a vulnerable population and if you have a soul, it will keep you awake at night for the rest of your days. 1 i don't think that women should be in an abusive relationship, let alone a man nobody deserves to be manipulated and beaten the way johnny has, she is a disgusting person and should go to jail. 1 i'm doing it because there are actual women who get beaten by their s/o. she just cried wolf and it makes me sick! 1 testimony under oath from parties on both sides of the legal battle between depp and heard has stated countless times that johnny is a total sweetheart and amber has an already existing history of domestic violence so if johnny's former cast mate penelope cruz had nothing but kind words to say about him including a story about him being an absolute sweetheart and a gentleman helping her on set which she greatly appreciated considering she was pregnant at the time and notoriously feministic j.k rowling vouched for him and kept his role in fantastic beasts despite countless angry fans protesting her decision. i personally know a lot of people who were beaten and abused by people who were supposed to keep them safe and i was personally abused as a child so i have nothing but sympathy for those you have or are going through that now but also being a man with a temper who tries his best to keep his loved ones safe and support them it infuriates me how thousands of people are still standing up and accusing johnny depp of these disgusting things when the conflicting testimonies from heard's team as well as her constant avoidance of questions asked in court clearly suggests johnny innocence and the fact that, if he was really as violent and abusive as she claims then why, when the incident in australia occurred and the end of johnny's finger was severed, did amber panic and sob after he left and tried to go and see him despite the then couple's staff telling her that couldn't happen when you'd think after sustaining the graphic and brutal injuries she claimed to suffer that night she'd likely be terrified to be around him and want nothing to do with him for quite some time? 1 je suis une femme et je dois admettre que le mouvement metoo est mort si amber heard n'est pas punie pour ses mensonges et ses actes violents qui sont confirmés par son histoire d'arrestation pour violences conjugales contre tasya van ree et par la preuve qu'elle admet avoir battu johnny depp.\n\n"i am a woman and i must admit that the metoo movement is dead if amber heard is not punished for her lies and her violent acts which are confirmed by her story of arrest for domestic violence against tasya van ree and the evidence of her admitting to having beaten johnny depp." 1 i was in an abusive relationship and was really beaten. for a woman to mess up a good mans life because she didn’t get her way is disgusting. she should be punished for her lies. 1 the girl is an abuser the only thing her lying whore ass deserves is to be beaten to a bloody mess and raped 1 i am basically disgusted by how she treated johnny depp. slapping him, shitting on his bed, taping to make him look like he attacked her when he actually was depressed about his mother dying. my heart broke for that man and she had tp ruin his career, just for her sick ass satisfaction and mental instability. like i want her dropped by l'oreal and fired from aquaman 2 and the dceu in general i hope she gets arrested or even beaten, raped and shot 2 death with her jealous, hatin ass! 1 it’s bs that just because depp is a man, he’s the one who got the blame. it sucks society doesn’t see that it’s not only women who get beaten, raped, etc. depp was and is a good man and doesn’t deserve any of this while she’s out here getting new roles and claiming she was the one who was beaten.. 1 Name: comment, dtype: int64
df_comments[df_comments.comment.str.contains('get raped')].comment.value_counts().head(60)
she should not get away with abusing depp because she's a woman. as a woman myself, this is a disgusting behavior that needs to be addressed in society. men and women should be treated as equals in all aspects of society. men can get raped just as easily as women can. men can be abused just as easily as women can. men you are strong. your voices are heard. johnny depp needs justice. 1 Name: comment, dtype: int64
# df_amber[df_amber.comment.str.contains(' raped')].comment.value_counts().head(60)
df_comments[df_comments.comment.str.contains('scums')].comment.value_counts().head(60)
johnny depp has soooo much hard evidence, nicol ignored it.\nthat is not justice. scum needed a win and johnny was set up.\nnicol in scums pocket. corrupt all the way. shame really that the british justice system appears to be so inept. 1 i hate amber heard like she is the scum of all f-ing scums! like johnny didn’t deserve this! 1 Name: comment, dtype: int64